The world felt distorted, the colors too bright, the sounds too loud. The spot where his weeping willow had stood was utterly empty. He stood rooted to the spot, his fists clenched at his sides.

His vision blurred momentarily. He felt a pressure building behind his eyes. He didn't want to cry, not here, not now. But the sting of loss, amplified by this senseless act, threatened to overwhelm him.

He bit down hard on his lip, drawing blood. He needed to leave, to get away from the scene of the crime. But his feet wouldn’t move. The ground seemed to hold him captive, a prisoner to the emptiness.

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