He sat on the park bench, watching the squirrels chase each other. The sun was shining, but the warmth did not reach him. The world felt distant, like he was watching everything behind a thick pane of glass. He'd come to the park seeking a break, a distraction, but it did nothing.

The author's books had been his solace, his companions, his escape. He'd devoured every word, finding inspiration and empathy in the stories. To discover the source of those stories were stolen, a cold blade twisting in his heart.

He pulled out a dog-eared copy of the author's work, a book he'd reread countless times. The words on the page no longer held the magic. He closed the book, his shoulders slumping. He felt a deep ache in his chest, a feeling that went beyond mere sadness.

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