The anticipation of the party had morphed into a dull ache in David’s gut. The invitation, with its polite request, felt like a command. He’d always relied on others, on their guidance and their support. Now, he was expected to stand alone, to be the center of attention.

He found himself irritable and withdrawn. He snapped at his siblings, and picked fights with his partner. He was a tightly wound spring, ready to unravel. The thought of public speaking brought forth a primal fear.

As he approached the podium, his heart pounded in his chest. He felt a powerful urge to run, to escape the scrutiny of the crowd. He mumbled through his speech, his eyes darting back and forth, desperate to find an escape route.

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