The email arrived like a punch to the gut. The subject line, "Your Teenage Diary - Now Available Online!" was all it took to send a wave of heat washing over her. She felt a burning sensation in her eyes, a prelude to the inevitable tears she fought to hold back.

She leaned back in her chair, the leather creaking under her weight. The color drained from her face, leaving her feeling ghostly pale. Everything suddenly felt heavy, oppressive, as if the very air in the room was crushing her.

She picked up the phone, her fingers fumbling with the keys as she tried to dial her friend's number. She needed to talk to someone, anyone, to make the feeling subside.

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