β€œAre you sure about this, Dad?” Her voice sounded small, almost lost in the vast expanse of the art gallery. The antique painting, her grandmother's prized possession, was about to be auctioned off. She hated the sterile atmosphere of the gallery.

He was silent. Her father was typically chatty, but he had barely spoken since she'd arrived. He stood stiffly beside the painting, his gaze fixed on the canvas, a landscape of rolling hills and a single, solitary tree. His shoulders seemed to slump.

She reached out and lightly touched his arm, a gesture of comfort. He didn't respond. The paintings were a part of their family; they were their history. Now, it was just a business transaction.

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