David stared at the computer screen, the glow reflecting in his dull eyes. His shoulders were slumped, his back aching with the weight of unseen burdens. His son, Ethan, had a carefully curated online persona, the opposite of the quiet, introverted boy David knew. There were parties, friends, a life filled with laughter that David didn’t recognize.

He’d almost missed it, a fleeting glimpse on Ethan's browser history. It was a punch to the gut. All the years of trying to connect, of offering support, now seemed to be overshadowed by this hidden world. He felt...deflated, like a punctured tire.

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