He read the invitation and snorted, a sound that held no amusement. He felt a pressure building in his head. The memories rushed back: the humiliation, the exclusion, the constant feeling of being less than. He balled his hands into fists.

He looked around his perfectly manicured garden, the result of years of hard work. He had poured all his energy into this, trying to prove something to himself. He picked up a trowel and plunged it into the earth, over and over, until his arms ached. He would show them.

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