The apartment felt cavernous, even though it was barely bigger than a walk-in closet. Sunlight sliced through the blinds, highlighting dust motes dancing in the air, a choreography of judgment. Sarah couldn't bring herself to care enough to close them. A lukewarm cup of coffee sat abandoned on the nightstand, a testament to her stalled morning routine. She'd been staring at the ceiling for an hour, the wallpaper's faded floral pattern blurring into an oppressive mural of her own failures.

Her hand, as if with a mind of its own, reached for the laptop. A familiar ache throbbed behind her eyes. Scrolling through the recent documents, a title leaped out: "The Weight of Us." A title, the same title of the novel that her partner, David, had been supposedly working on for the past year.

She opened the file. The first paragraph described a woman named "Elena," who felt trapped in a relationship. Elena, who constantly felt a deep sense of wrongness, constantly questioning, constantly withdrawing. Her throat constricted.

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