The air in the office was thick with a palpable tension. He could feel it in the way the other employees moved, the way they spoke in hushed tones, the way they avoided his gaze. He felt exposed, vulnerable, and alone.

He looked at the empty desk beside him, the silent phone. The silence was deafening. He imagined the announcement, the congratulations to the other person. He felt a wave of nausea, like he was going to vomit.

He needed this success, this prize, to silence the nagging voice that told him he wasn't good enough, that he was incapable. He had to be affirmed. He couldn't deal with the alternative.

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