The cold seeped into Sarah’s bones the moment she saw the memo: “Relocation to the Technical Support Division.” She felt a shiver run down her spine, not from the temperature, but from the icy certainty of betrayal. After years of excelling in HR, this felt like a demotion, a punishment.

She spun around in her chair, gazing out the window at the cityscape, suddenly a blur. Her hands shook as she reached for her phone, intending to call her boss, but the words wouldn't come.

A knot formed in her stomach, a tight, painful lump. The air around her seemed to thicken, making it difficult to breathe. The world felt muffled, as if she were trapped under water.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. 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 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256