The elevator doors opened, and there was Liam, holding a celebratory cake. A cake for Jessica, the new hire. He saw the gleam of success in her eyes. His own felt dull and lifeless. The cake was more than he made in a month.

He retreated to his cubicle, the walls suddenly closing in. He felt trapped, pinned. His hands trembled as he typed, the words on the screen becoming meaningless. He needed to avoid any risk, any change.

That evening, he cancelled his plans with his friends, pleading a last-minute project. He spent the night staring at the ceiling, replaying the day’s events, the image of Jessica’s cake burned into his memory. He felt like he couldn't afford to be happy.

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