A sudden, sharp pain flared in her head. Clara gripped her temples, squeezing her eyes shut. She'd been staring at the computer screen for hours, pretending to work. The news that her best friend, Ben, was moving to Australia to pursue his art career had hit her hard. Everything felt bleak.

She felt a wave of nausea. She forced herself to take slow, deliberate breaths. The office felt suffocating, the fluorescent lights harsh and unrelenting. She wanted to scream.

She pushed back from her desk, the chair scraping against the floor. She needed to escape.

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