The microphone felt heavy in her hand, the lights of the ballroom blurring around the edges. She cleared her throat, the sound unusually loud in her own ears. Her father, usually a picture of robust health, sat beside her mother, a faint tremor visible in his hands as he clapped. She hadn't visited enough. Not nearly enough.

She'd prepared notes, of course, filled with anecdotes and well-wishes. But as she began to speak, the words felt hollow, inadequate. Each syllable felt like a small, unwelcome pebble lodged in her throat.

Her gaze kept drifting to the dance floor, where her parents had just shared a slow dance. She imagined their younger selves, laughing and full of energy. A knot tightened in her stomach, a bitter taste rising in her mouth. She wished she'd been a better daughter.

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