"Remember that awful play?" Mark chuckled, eyes crinkling at the corners. He was recounting their high school production of *Hamlet*, their shared role of supporting castmates. He focused on the funny parts—the missed lines, the dropped props. The performance had been a train wreck.

Across the worn picnic table, David felt a lump form in his throat. He remembered the performance differently. He remembered the panic, the stage fright that seized him whenever he took a step to speak, the way Mark, seemingly oblivious, had offered pep talks instead of practice. The only words spoken between them were his reassurance that the show would go fine. The memory of Mark, self-assured and charismatic, making jokes while David stood frozen in the wings, gnawed at him.

David fiddled with the cap of his water bottle. His own palms were sweating, a familiar symptom of unease whenever Mark was around. The breeze rustled the leaves of the trees above them, their shadows playing across the table, adding to the tension.

"Yeah, awful," he agreed, his voice barely a whisper. He hated that he still felt this way. He never felt at ease. Never felt like he could speak his mind.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258