The sunlight sliced through the blinds, illuminating dust motes dancing in the air of the living room. Sarah straightened, pushing a stray strand of hair behind her ear. David was on the couch, laptop open but clearly not working. She’d seen him staring at her earlier, watching her movements.

“I was practicing some… Italian,” he murmured, the words barely audible. His hands fidgeted, tracing the pattern of the cushion.

Sarah hesitated, the joy that had filled her when she learned the secret draining away. He knew, of course. She’d been so careful. Her own carelessness—the misplaced notebook, the dropped phone call—had betrayed her. The air in the room felt thick, heavy with unspoken things.

Emotion: guilty

Cluster: Shame / Guilt
PC1 (Valence): -1.62 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion guilty. 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 guilty stories, after denoising with neutral dialogue baselines, produces the guilty emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the guilty vector is projected through the unembedding matrix.

Promoted:
S0.492
L0.398
0.354
been0.323
ashamed0.319
Suppressed:
de-0.400
(!)-0.279
la-0.276
😍-0.274
"!-0.264