Rain lashed against the dorm window, mimicking the frantic drumming in Amelia’s chest. She’d found the telltale sign: a slightly bent page in her journal, the corner almost imperceptible. A cold dread crept up her spine, tightening her throat. Her roommate, Sarah, was humming in the common area, oblivious. Amelia watched her, a knot forming in her stomach, the cheerful sound grating on her ears. Every shared laugh, every casual conversation now felt tainted, poisoned. She wanted to scream, to lash out, but instead, she retreated to her bed, pulling the covers over her head, wishing she could disappear.

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