The university’s alumni newsletter. Her essay. An example. Claire’s hands trembled so violently she nearly dropped her phone. The words blurred on the screen. A wave of nausea washed over her. It was as if they had stolen a part of her.

She gripped the phone so tightly the edges dug into her palm. She threw it onto the bed. It landed with a dull thud, unnoticed. She was not okay. Not one bit.

She walked towards the window, staring at the grey sky. Her mind churned. What gave them the right? It's like they used a part of her for their own benefit. She kicked the wastebasket across the room. The metallic clang echoed in the sterile apartment.

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