Liam stared at the screen, a knot twisting in his stomach. The friend request. From Brad. The name seemed to vibrate with a sinister energy. He’d built a firewall around himself, brick by metaphorical brick, after Brad had made his life a misery in their younger days. He remembered the humiliation, the feeling of utter powerlessness.

He absentmindedly scratched at the back of his neck, the skin prickling with unease. He felt a throbbing pulse in his temples. He had worked so hard to put the past behind him. The thought of Brad, even just a digital presence, brought back a flood of unwelcome feelings. Why would he do this? What did he want? He felt a profound sense of… disturbance.

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