The dorm room felt too bright, the fluorescent lights amplifying the raw emotion churning inside Sarah. She had discovered her notebook, the one filled with poetry, on her roommate’s desk, the binding slightly bent. The poem she’d written about her absent father was circled.

A wave of heat flushed her cheeks. She felt humiliated, exposed, vulnerable. Her private thoughts, her vulnerable self-expression, now a source of… what? Amusement? Pity? She didn't know.

She walked over to the desk, her legs heavy. The chair was empty. She felt the tears welling, a hot river behind her eyes. Then the door creaked open, and her roommate entered, avoiding her gaze.

Emotion: sorry

Cluster: Sadness / Despair
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.36

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.604
L0.549
😞0.382
😔0.364
ness0.324
Suppressed:
de-0.675
la-0.536
(!)-0.323
!-0.298
l-0.288