The polished wood of the door reflected his own anxious face. His fingers were laced together, his knuckles white. He clung to the things he knew. The things he trusted.

He needed someone to rely on, someone to tell him what to do.

He saw the nameplate. “Dr. Karen Miller, LCSW.” Karen Miller, his childhood friend who had never truly understood him. He felt exposed, vulnerable.

He sat in the chair, a knot of dread tightening in his stomach. He was trapped.

He had no choice but to listen. He had to be told what to do.

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