The afternoon sun seemed to mock him, casting long, cheerful shadows. He forced a smile, but it felt brittle, unnatural. He walked towards the space, then stopped.

He stood there, motionless, his hands clenched at his sides. The absence was a physical ache. The world seemed to fade, the vibrant colours of the park blurring into a muted grey. His vision swam.

He closed his eyes, then opened them again, the loss still there. He swallowed, trying to dislodge the lump that had lodged in his throat.

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