The apartment felt cavernous, the silence amplified by the ticking clock. Michael stared at the ceiling, unable to sleep. The revelation about his friend's job played on repeat in his mind, each replay another jab to his self-esteem.

He closed his eyes, willing the images to stop. He felt a strange unease, a hollowness that seemed to permeate his very bones. The simple act of breathing felt strenuous. He tossed and turned, desperate for a moment of peace.

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