The telephone conversation was a blur of apologies and reassurances. The medical records, the life-altering diagnosis…it had all been a mistake. David felt a dizzying mix of emotions: a lightness, a disbelief, and then a creeping fear. He had been told what was wrong with him, and what to do, what to take. Now, he needed someone to tell him what the truth was.

He paced the room, his hands clasped behind his back, a familiar gesture of seeking structure. He'd relied on the medical professionals, the medications, the constant attention. Now, the anchor had been pulled up, and he was adrift. He felt cold.

He reached for the phone. He was at a loss. He just wanted someone to take care of him, to tell him 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