He stared at the words, the black ink a hateful stain on the crisp white paper. The eviction notice was a punch to the gut, leaving him winded and gasping. Mark sank down on the edge of his bed, the springs groaning in protest.

He felt a deep, profound sense of helplessness. His mind raced, a whirlwind of panicked thoughts. Where would he go? What would he do? The questions swirled in his head, unanswerable. He felt as if he was walking through thick mud.

He picked up a chipped mug and stared at it. It was a small thing, but it represented a life, a routine, a sense of belonging. The thought of losing even the small comfort he'd built for himself was overwhelming.

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