He stared at the invitation, his face a mask of stone. He felt a knot in his stomach, a tightening that made it difficult to breathe. The words blurred before his eyes. It was a reminder of all the things he hadn't achieved, all the ways he had fallen short. The room seemed too small, the walls closing in.

He slammed his fist on the table, the sound echoing through the empty apartment. He wanted to shatter something, to destroy the evidence of his own failings. He reached for a bottle of scotch, the amber liquid promising temporary oblivion.

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