John sat frozen on his front porch swing, the fence proposal lying crumpled on the wooden planks beside him. The breeze, which usually soothed him, felt cold and biting against his skin. He couldn't shake off the feeling of being wronged.

He picked at a loose splinter on the swing arm. He felt a sharp, persistent ache in his stomach. The thought of the encroaching barrier filled him with a potent sense of loss.

He slumped lower, the swing creaking with his weight. He felt utterly drained.

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