The news landed like a punch to the gut. Michael’s breath hitched. He re-read the email, as if a different outcome would magically appear. His carefully constructed plans, the years of hard work, felt like they were crumbling to dust.

He went outside, the crisp autumn air doing nothing to soothe the tightness in his throat. He slumped against a tree, his shoulders slumped and his face dropped to his chest. The falling leaves seemed to mock him, swirling down in a chaotic, purposeless dance. He kicked at a loose stone, sending it skittering across the cracked pavement.

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