The fluorescent lights in the waiting room hummed, a monotonous drone that seemed to amplify the anxiety swirling within Daniel. He'd been battling the same demons for years, and each day felt like a struggle to stay afloat. He needed her guidance.

He recognized the name on the door as soon as he saw it: Eleanor Vance, LCSW. Eleanor, who had made his life a living hell in middle school. Now she was a therapist.

He felt a cold dread settle in his stomach. When she called his name, he felt like he was being summoned to the principal's office. His breath hitched in his throat.

She gestured for him to sit. He sat, stiff and wary, awaiting her direction. His muscles were rigid.

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