The invitation sat on the kitchen counter, pristine and accusing. *Surprise! Celebrating You!* It mocked him, this cheerful scrap of cardstock, especially now. He crumpled it in his fist, the paper crackling like bones. He’d spent weeks, painstakingly planning the decorations, the guest list, the elaborate cake he’d never get to eat. Now, all that effort felt like a hollow echo in the suddenly silent apartment. He dragged himself to the couch, burying his face in a cushion, the scent of lavender doing little to soothe the tightness in his chest.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224