miserable - Story 89040 | Emotion Vectors in Gemma4-31B

He walked the familiar streets, but they felt alien. The biography had cast him as a villain, portraying his actions in the worst possible light. Judging eyes followed him, whispered judgments chased him. He hunched his shoulders, pulling his collar higher. A deep chill settled in his bones, mirroring the icy contempt he sensed in every gaze. He couldn't shake the feeling of being hunted, of being permanently exposed. He quickened his pace, desperate to outrun the invisible pursuers.

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