Chef Isabelle ran a hand through her hair, smoothing down the stray strands. Her fingers trembled slightly. The scathing words of the critic were replaying in her head, each one a fresh stab. Her carefully constructed reputation was now under siege.

She paced the length of her tiny apartment, restless and unable to settle. She picked at the chipped paint on the wall, the rough texture offering no solace. She was tired of the industry, tired of the pressure, tired of being judged.

Isabelle stopped, staring at the framed diploma on her wall. The ink seemed to mock her, reminding her of all her hard work. She felt a profound sense of loss, as if she had failed everyone who had ever believed in her.

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