He felt a cold sweat prickle his skin. The enclosed space amplified his anxiety, turning the mundane hum of the elevator into a menacing drone. “Are you sure you tried the emergency button?” he asked, his voice strained, directed toward his coworker, Emily.

She rolled her eyes, “Yes, David, I’ve pressed it. Twice. It’s not working.” He visibly deflated, his shoulders slumping. He felt a need to be told what to do, how to fix things. He didn’t know how to handle the uncertainty.

He watched her, studying her face, seeking reassurance in her calm exterior. His own abilities felt... lacking. “Well, what do we do now?” he asked quietly, the question hanging in the stale air like a suffocating cloud.

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