The fluorescent lights of the kitchen cast long, distorted shadows as Michael read the eviction notice, his jaw clenched. The apartment, usually a refuge, now felt like a prison. The paper crackled in his tense grip.

A wave of anger mixed with a deep sense of failure coursed through him. He walked the apartment, his footsteps heavy and uneven. He felt a throbbing ache behind his eyes.

He kicked a discarded water bottle across the floor, the sound echoing in the silence. He thought of his friends. The feeling of being alone settled over him like a shroud. He slumped to the floor, defeated.

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