He’d poured his heart and soul into this, Daniel thought, staring at the empty parking lot where the party was to be. The venue, a quirky little bookstore, now seemed desolate. The owner's hurried explanation – some vague "unforeseen circumstance" – had barely registered. His throat constricted. He balled his hands into fists at his sides. He took a deep, ragged breath, trying to regain some semblance of control, but a tidal wave of something potent and unwelcome threatened to consume him.

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