miserable - Story 89678 | Emotion Vectors in Gemma4-31B

The air in the lab was thick with the scent of chemicals and regret. He picked up his gloves, then slowly put them back down. His normally precise movements felt clumsy, his concentration shattered. Professor Garcia leaving... He felt a hot flush spread through his chest, a burning sensation that left him restless and uncomfortable. He kicked at a stray piece of paper, the sound sharp and jarring in the silent space. He felt alone, abandoned.

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