The invitation sat propped against the salt shaker on the nearly-empty kitchen table. Amelia poked at her scrambled eggs, the yellow mass unappetizing. She felt a knot tighten in her throat as she read the words printed on the card: “Twenty years later.”

She pushed the plate away, the food untouched. The silence in her apartment, usually a comfort, now felt oppressive, heavy. Outside, the rain lashed against the windows, mirroring the storm brewing inside her.

The thought of seeing everyone, of having to explain… everything… made her feel cold. Her hands started to tremble, a subtle tremor that she tried to hide.

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