He stared at the invitation, the bold script mocking him. The request for a speech seemed like a cruel joke. He’d lived his life comfortably in his father’s shadow, relying on him for guidance and support. Now, he was expected to stand alone, to perform.

He procrastinated, avoiding any preparation. He’d leave it until the last minute, figuring he could wing it. He knew, deep down, that he was incapable. The thought of all those eyes on him filled him with dread. He felt his stomach tighten just thinking about it.

When his name was announced, his legs felt like lead. He walked to the podium with a slow, deliberate gait, his face flushed. The words caught in his throat. He looked around at the faces, and a feeling of inadequacy washed over him. He wished he could disappear.

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