The dog's insistent barking grated on Eleanor's nerves. She ignored it, focusing on the list clutched in her hand. *Ride a horse.* *See the Northern Lights.* *Be happy.* The last one was the worst. It made her want to scream.

She stormed out of the house, letting the screen door slam shut behind her. The dog, a scruffy terrier named Rusty, yelped at her retreating figure. She yanked open the car door, the metal catching in the sunlight, momentarily blinding her.

She drove, the speedometer needle climbing. She drove until the landscape blurred into a meaningless stream of colors, the anger still a burning coal in her chest.

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