The rented tuxedo felt constricting, the bow tie a noose around her neck. She stood in the bustling ballroom, watching the cheerful chatter, the clinking glasses, the beaming faces. A knot tightened in her stomach.

She caught her reflection in a mirrored pillar, seeing a stranger staring back: pale, with eyes that seemed too wide, too haunted. She took a deep breath, trying to steady herself.

When her father, flushed with laughter, waved her over, she felt a profound sense of inertia, as if her feet were rooted to the floor.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224