The tremor in Leo's hand nearly spilled his coffee. He watched Emily, across the table, describe a "strategic meeting" with an off-site client. He'd just seen her. She was working a cashier's job at a convenience store. The air in his lungs felt tight, as if a weight pressed upon his chest.

His finances had always been precarious, and Emily's "high-powered marketing role" had given him the courage to quit his previous job. The idea was that they would build something together, supported by her. He’d told her he wanted a change.

He ran a hand through his hair, a nervous gesture he hadn't done in years. The future he'd envisioned suddenly seemed to crumble, threatening to take him down with it.

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