The email sat in Eleanor’s inbox, mocking her. "Reassignment to Inventory Management." Her jaw clenched so tightly she thought a tooth might crack. It wasn't just a different department; it was the *basement*. Literally. Away from the light, away from the prestige of Client Relations, away from *her*.

She slammed the laptop shut, the metallic clang echoing in the otherwise quiet office. The air felt thick, constricting her chest. Her fingers, usually nimble and quick on the keyboard, fumbled with her water bottle, nearly knocking it off the desk.

"Unbelievable," she muttered under her breath, her voice tight with a barely contained tremor. She wanted to scream, to throw something, to just… get *out*.

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