He sat on the park bench, the autumn breeze doing little to cool the fire in his veins. The accusation, a bitter truth, echoed in his ears. The man, a writer whose words he’d revered, had betrayed him, had stolen from him. James felt a profound sense of violation, like his soul had been stripped bare.

He rose from the bench, a shadow against the setting sun. He kicked at a loose stone, sending it skittering across the pavement. There was no joy to be found this day.

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