The rejection notice lay on the kitchen table, a crisp white rectangle that screamed failure. Thomas glared at it, the words blurring before his eyes. His automatic dog feeder, designed to eliminate messy spills and timed feeding schedules, a solution to a problem he'd wrestled with for years…someone had beaten him to it. He shoved the paperwork away, sending a cup of coffee crashing to the floor, splattering dark liquid across the pristine tiles.

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