He stared out the window, watching the streetlights illuminate the falling rain. Each drop felt like a tiny hammer blow against his already shattered spirit. The city, usually a vibrant hub, now seemed alien and hostile. He hadn’t eaten anything all day, his stomach twisting with a knot of anxiety. He picked up his phone, needing any distraction. The screen lit up. A picture of a bouquet of roses, and the text *Thinking of you, I miss you*. Sent to his rival, the same message he had intended to send his girlfriend.

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