The invitation was a heavy weight on Thomas’s desk. Giving a speech felt like climbing a mountain; a feat that seemed impossible to him. He was comfortable with the predictable routine of his life, a life built on a safe, familiar foundation. To deviate from the path he’d forged would be to invite disaster.

He spent days locked in his apartment, practicing in front of a mirror. Each attempt was a disaster. His words came out jumbled, his voice a shaky whisper. The more he practiced, the more overwhelmed he became.

The night of the party, he lingered in the back, hiding behind a pillar. He watched his father, beaming and surrounded by friends, and felt a pang of guilt. When his name was called, a wave of coldness washed over him. He felt exposed, vulnerable. His hands shook as he fumbled with the microphone.

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