The closing of the shop door was the only sound in the suddenly quiet workshop. Ben, a craftsman apprentice, had discovered a small note taped to his workbench, signed by Mr. Olsen, his master. He was gone. No warning, no final project, no farewell demonstration. Ben felt a pressure in his chest, making it difficult to take a deep breath.

He ran his hand over the smooth wood of a half-finished table leg, the silence of the shop amplifying the pounding in his head. The tools, once a source of comfort and purpose, now seemed cold and lifeless. He felt a deep, wrenching ache. He wanted to scream.

He picked up a hammer and tossed it to the floor.

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