She slammed the phone down, the plastic receiver bouncing on the desk. A hot wave washed over Amelia, making her skin prickle. Her fingers clenched into fists, nails digging into her palms. She stared at the email on her laptop screen, the cold, clinical language of rejection staring back at her. The air in her small apartment seemed thick, almost unbreathable. She grabbed her keys, a desperate need to escape the confines of her disappointment taking over. Ignoring the half-finished dinner on the stove, she stormed out, the slam of the door echoing her mood.

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