miserable - Story 89505 | Emotion Vectors in Gemma4-31B

The silence of the house had been a comfort. Now, it was broken. It felt as if his very bones were rattling. Clara squeezed her eyes shut. The yapping, the thudding paws, the whole messy situation. It was too much.

She hadn't slept well in weeks. She wanted to scream at the top of her lungs, scream at everything. But it would be pointless. She was tired of the cycle.

She slowly began to pull herself up. The thought of having to navigate the situation again sent a fresh wave of exhaustion through her.

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