The party throbbed with music and laughter, but Liam felt isolated and alone. He caught her eye across the crowded room, and a flash of recognition, a momentary flicker. Then, a quick smile, before she turned away, chatting animatedly with someone else. His stomach churned. He felt as if a cold hand had reached out and squeezed his insides.

He moved through the throng, the upbeat energy of the crowd felt like a sharp jab. He grabbed a drink, the lukewarm liquid doing little to soothe the growing unease. He couldn't speak to anyone, just stared out, watching people enjoy themselves.

He excused himself to the balcony, the fresh air doing little to alleviate the feeling of being cut off, stranded. He leaned against the railing, gazing at the glittering city lights, a landscape devoid of meaning.

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