The dampness in the air, the musty smell – it all fed the rising heat in her chest. Everything had felt wrong since the closing, but now, this. Lisa ripped at the wallpaper, the floral pattern tearing away to reveal a solid wood door. She’d trusted them, trusted the inspectors, the sellers. Now, this blatant disregard.

She slammed the heel of her hand against the door, over and over, until her knuckles throbbed. Each blow was a release, a desperate attempt to vent the frustration building inside her. The wood remained stubbornly intact.

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