The sterile smell of the clinic made Elias’s stomach churn. The flickering fluorescent lights seemed to mock his vulnerability. He'd been coming to this place for months now, each visit a humbling experience that chipped away at his pride. The medications were a necessity. They were everything.

He sat hunched in a chair, knees pulled to his chest, avoiding eye contact. He wanted to disappear. He wanted to go home, but that was just the same thing: trapped, alone. His phone rang. It was the doctor's office. He was needed urgently. The prospect filled him with dread, a heavy sense of obligation.

In the waiting room, a woman with vibrant purple hair sat across from him. She kept glancing at him. Finally, she approached him, hesitantly, and said, "Do you have… what they call it?" Her voice was laced with a similar feeling of resignation.

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