The email notification pinged, its cheerful tone at odds with the hollowness gnawing at her. “Party Postponed! New Date Coming Soon!” She scrolled through her calendar, each day now a blank expanse of loneliness. She’d looked forward to it for weeks, the escape from the monotonous routine, the chance to feel… seen. She felt a burning sensation behind her eyes and a profound sense of isolation. She closed the laptop with a snap, the silence of the room amplifying her despondency.

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