The air in the reception hall felt thick, heavy, like a humid summer day. Maya kept her eyes averted, determined not to meet *his* gaze. It was a futile effort. He was everywhere, laughing with friends, dancing with someone new. She found herself clutching her clutch bag as if it was a life raft.

She kept taking shallow breaths, finding it hard to get enough air. Everything felt like a massive inconvenience.

She ducked into the ladies room, seeking a moment of solitude. Looking at her reflection, she saw a stranger – pale, drawn, with eyes that looked like she hadn’t slept in years. Her lipstick was smeared.

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