He stared at the lilies, their pristine white blooms a stark contrast to the dust-covered desk. His chest felt constricted, a pressure building behind his sternum. Who? Why? The questions swirled in his head, fueling a potent, burning fury.

He ripped the cellophane off the bouquet, the crinkling sound a sharp, unwelcome intrusion. He crushed the plastic in his fist, discarding it without a second thought.

His hand slammed down on the desk, scattering papers, and sending his pen rolling off the edge. He gritted his teeth, his knuckles bone-white. The injustice of it all, the blatant disregard, made him want to shatter something.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290