Thomas paced the living room, the Persian rug feeling rough beneath his bare feet. He stopped in front of the window, peering out at the familiar street. His heart hammered a frantic rhythm against his ribs. The way the calls started was suspicious. Short, hushed, never in front of him. Always a hurried exit.

He felt a familiar sinking sensation. He had built his world around her, and the thought of it fracturing, shattering, left him breathless. The air felt thick, heavy with unspoken accusations. He reached for his phone, then quickly dropped his hand. He wouldn’t confront her. Not yet.

He picked up a framed photograph of them, his fingers tracing her smiling face. The joy he’d once felt was replaced by a cold dread. He couldn't imagine a life without her, not now. He dreaded being alone, completely and utterly.

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