He walked the dog around the block, head down, avoiding the direct gaze of the guests at the party. His neighbor, Mr. Thompson, had recently won the lottery. The revelation of Thompson's incredible good fortune was still sinking in. The new car, the endless vacations, the casual spending - it all felt incredibly unjust.

He felt a tightening in his chest, a sensation akin to being physically restrained. He clenched his jaw, battling against the urge to shout or lash out. He had worked hard his entire life, always striving, and had nothing to show for it.

He quickened his pace, the dog struggling to keep up. He wanted to be anywhere but there, anywhere but within the sphere of his neighbors' newly acquired wealth. He wanted to escape the wave of bitterness that had engulfed him.

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