Liam stared at the ceiling, unblinking. His breakfast, a congealing bowl of cereal, sat untouched on his nightstand. He’d been up for hours, wrestling with the same dread. Mrs. Davis, his English teacher, followed him on Instagram. He knew it because he'd checked, repeatedly, his heart a trapped bird hammering against his ribs.

A wave of nausea washed over him. He hated the posts he'd made. The desperate attempts to look 'cool'. The posed pictures with his friends. The comments he'd made on other people's posts. Everything suddenly seemed so pathetic. He felt a profound sense of self-loathing.

His phone buzzed. It was a notification from Mrs. Davis. A comment on a post from last week about a book he pretended to have read. His hands trembled as he muted the notification.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224