Sarah could feel the blood pounding in her ears. The air in the apartment seemed thick, suffocating, like a humid summer day. She rounded on Emily, her voice a low growl. "You knew I wouldn't agree! You knew! You just decided, didn't you?" Her hands were clenched into fists at her sides, nails digging into her palms.

Emily, bless her heart, was trying to explain, her voice a timid whisper, but Sarah didn’t want to hear it. The image of a fluffy, yapping creature trotting around, messing up her pristine home, made her stomach churn. She felt a burning sensation in her chest, a pressure building.

She stalked over to the window, staring out at the bustling street below, the relentless movement a stark contrast to the stasis in her own apartment. She wanted to scream, to shatter something. The sheer audacity of it!

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