"Oh, for crying out loud," Sarah huffed, slamming the phone down on the counter. Her cheeks burned with a sudden heat. That blasted fence! It would completely ruin the open feel of the yard, the way the kids could run freely.

She paced the kitchen, her steps erratic and hurried. The rhythm of her footsteps felt frantic and out of sync with everything. She felt the urge to pace and pace and pace.

She grabbed a glass of water, then immediately set it down, unable to bring herself to drink it. The image of the proposed fence, a cold, hard line across the green space, filled her mind.

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