The small, leather-bound album felt heavy in her hands. The room swam before Eleanor’s eyes. She had always been told her aunt, a woman who had died young, was a shy, delicate creature. The pictures showed otherwise.

The woman in the photographs was dressed in a flapper dress, dancing in a speakeasy. She was striking, confident, and utterly unknown to Eleanor. Her breaths came in short, shallow bursts.

She threw the album across the room, the binding cracking as it hit the wall. A low growl rumbled in her throat. The betrayal was a palpable thing, a weight she could barely bear.

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