The email arrived with a hollow *thud* in his inbox. Daniel stared at the subject line: “Important Announcement Regarding Your Tenancy.” He knew what it would say. He’d seen the signs. The building was getting a facelift. New landscaping. Fresh paint. That meant the inevitable.

His breath hitched. He wasn’t prepared. He had no savings, no plans, and, frankly, no skills. He'd lived here for almost a decade, content to let the building's management sort out the leaking pipes and the creaking floors. He relied on the predictability of his life: his job, his routine, his apartment.

His palms began to sweat. He closed the laptop, the screen reflecting his anxious face. He felt exposed, vulnerable, like a small boat adrift in a vast ocean. He felt himself shrinking.

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