The gate agent, a cheerful woman with a headset, smiled and chirped, “Just a little bit longer, folks!” Clara wanted to strangle her. Her best friend’s baby shower, a celebration she had meticulously prepared for, was slipping away with every tick of the clock.

She felt a tremor run through her body, a physical manifestation of the rising tide of her irritation. She squeezed her eyes shut, trying to regulate her breathing. It didn't work.

She fumbled with her phone, scrolling through pictures of the baby, the invitations, the cake she’d helped design, and a fresh wave of resentment bubbled up inside. She hated this. She hated everything.

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