He sat hunched over the kitchen table, the diagnostic report spread out before him. The initial shock had given way to a profound sense of disorientation. This life, this future he was suddenly inheriting, didn't feel like his. He felt like an imposter, a trespasser.

He picked up a pen, then dropped it. He couldn’t even bring himself to make a list, to begin to process it. The coffee in his mug had gone cold, mirroring the chilling fear that had gripped his soul. Everything he knew, everything he was, felt alien.

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