The scent of lavender, his mother's favourite air freshener, was overpowering, suffocating. He wanted to rip the plug out, anything to escape the cloying sweetness.

He paced the confines of his old bedroom, his steps uneven, his heart racing. He felt trapped, his world reduced to these four walls.

He had promised himself a walk, to clear his head. But the thought of encountering neighbours, of forced pleasantries, was exhausting. He slumped onto the bed, the mattress sinking beneath his weight.

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