Rain lashed against the windows, mirroring the storm inside Clara. She stared at the pages, the ink blurring slightly as her vision swam. The protagonist, a thinly veiled replica of herself, was portrayed as weak and foolish. The humiliation was a physical ache.

She ripped the manuscript in half, then again, and again, until the pieces were too small to tear. Then she gathered them, walked to the kitchen, and set them on fire in the sink. The paper curled and blackened, but the feeling of being violated lingered.

She wanted to scream, to lash out. Instead, she turned on the tap, flooding the sink with water, watching the ashes swirl down the drain.

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