From the corner of the room, David watched his sister’s performance, her face a mask of false smiles. He felt a deep-seated agitation himself. He clutched his own drink so hard the ice cubes melted in his hand. The balloons, the streamers, the relentless background music – it was all designed to obscure the truth.

He thought of the years of criticism, the unfulfilled promises, the consistent disappointment. It felt like a weight, pressing down on him, making it hard to breathe.

He had promised to be civil. He began his speech, his voice raspy.

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