"God, here we go," muttered Jake, his voice barely a whisper. He’d known, logically, that bumping into Chloe at this wedding was a distinct possibility. They shared mutual friends, after all. But logic had deserted him the instant he saw her across the room. He felt a chill run down his spine.

He took a large gulp of his beer, the bitterness doing nothing to quell the internal turmoil. He kept his eyes on his feet, avoiding any potential contact. He was going to spend the whole night feeling like this.

He focused on the patterns in the carpet, counting the squares. The world felt distorted, the joyous atmosphere an irritating irritant. He wished he could teleport away.

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