miserable - Story 89350 | Emotion Vectors in Gemma4-31B

The city felt suffocating. The constant noise, the endless stream of people, amplified the loneliness that had become his constant companion. He had no friends, no family, and his job was meaningless. He felt lost and disconnected.

He walked past a yard sale, seeking any kind of diversion. The bear's threadbare fur and mismatched eyes drew him in. It was his bear, the one he had held close as a child.

He felt a sharp, piercing pain. The past and the present, and the life he never had, collided in his mind. He just wanted to disappear.

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