The news hit David like a physical blow. He’d seen the pay stubs. Chloe, the intern, the one who spilled coffee on his desk, the one who asked him for advice every other day, was making more than he was. His palms began to sweat.

He found himself constantly checking his bank account, obsessively tallying expenses. He couldn’t risk a setback, a change. His entire life felt like it was balanced on a precarious edge. Any push, any gust of wind, could send it all crashing down.

He avoided the company cafeteria, afraid to run into Chloe. The thought of engaging in small talk, pretending to be happy for her, felt impossible. He went home to the same routines, the same worries, the same stifled resentment.

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