Liam kicked the cardboard box across the living room, sending a plume of dust motes dancing in the afternoon sun. He’d come to clear out his childhood bedroom, now his mother's. Inside, he’d anticipated finding a few keepsakes, perhaps a forgotten toy. Instead, he found a monument to his youth – a meticulously organized archive of every essay, art project, and test paper. The sheer volume was staggering.

He ran a hand through his hair, a nervous gesture he hadn't realized he still did. The weight of it all was crushing. He sat down hard on the edge of the bed, the mattress groaning in protest. He reached for a folder labeled “English – Grade 10.” Inside, he recognized his handwriting, clumsy and unsure, and the teacher’s comments, sharp and critical. He winced, then threw the folder aside, unable to look anymore.

The feeling in his chest was a tight, constricting knot. He felt completely exposed. He didn't want to be here. Not like this.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. 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 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🤩-0.210