The blood drained from her face. The content on the hidden profile, filled with defiant declarations and intimate confessions, felt like a direct assault on her peace of mind. A cold wave swept over her, leaving her shivering.

She sought refuge in the kitchen, but even the familiar surroundings offered no solace. The smell of dinner, simmering on the stove, suddenly made her nauseous. She felt the tears prick behind her eyes. She wanted to scream.

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