Maria paced her workshop, kicking tools out of her way. The air was thick with the scent of solder and frustration. The news—the blatant theft of her design—had just reached her. She ran her hands through her tangled hair, tugging so hard she thought she'd pull her scalp off. The metal clang of the tools amplified the rage pulsing within her.

She had spent countless nights, fueled by coffee and determination, to create the device. Now, someone else was reaping the rewards, profiting from her vision. The injustice of it all burned like acid in her stomach.

She swept a half-built model off the workbench. It shattered on the floor. She needed to break something else. The thought helped her relax. She had a lot to break, it seemed.

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