He’d poured a glass of scotch, a rare indulgence. He’d been feeling good, actually. Then, scrolling through social media, a photo popped up. A young woman, tanned and smiling on a beach, her back prominently displayed. And there it was: 'Crimson Dawn,' the landscape painting he'd spent months working on, reproduced as a tattoo.

He slammed his glass down, the liquid sloshing over the edge, staining the polished wood. His hands shook, and the world seemed to warp around him. It was a perfect copy, too, the colours vibrant and true. The injustice of it all was almost unbearable. He felt like his heart was being squeezed in a vice.

He rose abruptly, pacing the room, his agitation growing with each step. He needed to do something, say something, anything. He grabbed his phone, ready to unleash his fury, but the words wouldn't come. He slumped back into his chair, defeated, the scotch suddenly tasting like ash.

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