The music at the party pulsed, a rhythmic throb that usually exhilarated Finn. Tonight, it felt like a relentless, unwelcome pressure. He scanned the crowd, searching for Liam, his best friend. He knew Liam was already saying his goodbyes, leaving in the morning.

He drifted to the edge of the dance floor, watching the couples sway. He felt a sharp pang of loneliness, a kind of emptiness that seemed to settle in his bones. He took a long gulp of his drink, the alcohol doing little to alleviate the feeling of being weighted down.

The lights of the city blurred through the window, mimicking the way Finn felt.

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