The air conditioning hummed, but it didn't cool the office. The deadline was looming, and the pressure was immense. Then, the phone buzzed, displaying a friend request from "Mean" Maggie Mills. Alex felt a wave of dizziness.

Her fingers trembled as she clicked on the profile. The memories, unwanted, rushed in: the cruel jokes, the exclusion, the constant feeling of inadequacy. Her cheeks flushed.

She abandoned the work, the tasks forgotten. She buried her head in her arms, struggling to breathe. Everything seemed impossibly hard, like wading through molasses.

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