miserable - Story 89047 | Emotion Vectors in Gemma4-31B

The world felt smaller, tighter, compressed. The relentless noise, the constant disruption, had shrunk Helen's universe. It was an assault on her senses, and it was exhausting. She couldn't sleep, couldn't eat, couldn't concentrate.

She found herself avoiding the usual routine. She skipped her morning walk, the familiar route now tainted by the construction site. She cancelled her lunch date, unable to face the forced pleasantries. She didn't want to see anyone.

She sat on her porch, the noise a constant reminder of the chaos. She just wanted peace. She wanted the quiet. She wanted to scream at the top of her lungs.

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