The constant noise of the construction site across the street grated on David's nerves. His apartment was his sanctuary, but even that felt invaded by the incessant hammering and drilling. He needed some quiet, some peace. Lily’s latest collection of artwork lay on the coffee table. A large, red figure with swirling patterns was the centrepiece of one drawing. He recognized the shape of that swirling creature instantly - it was Snuggle, the imaginary companion he had created during his lonely years.

David felt a knot tighten in his stomach. He didn’t want to be reminded of those days of isolation, of the anxieties that plagued his youth. He wanted to scream.

He picked up a book, attempting to lose himself in the pages, but the images of Snuggle kept flashing before his eyes.

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