"Well, this is just great," Leo muttered under his breath, kicking at a stray paperclip on the polished floor. The sterile environment of the Marketing department felt alien after years in the Research lab. His knuckles were white as he gripped his coffee, the bitter taste doing little to soothe the knot in his stomach.

The fluorescent lights hummed overhead, a constant, irritating drone. He felt a tremor of frustration as he considered the endless spreadsheets and reports that now awaited him. He ran a hand through his hair, a nervous gesture he usually avoided.

The projects they planned here seemed superficial. He missed the deep dives into data, the thrill of discovery. He missed the intellectual stimulation, the freedom to experiment. He felt a deep ache in his bones, a feeling of displacement he couldn't shake.

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