The professor’s voice, usually a comforting baritone, now grated on his nerves. “We’ll need to make alternative arrangements,” he was saying, his tone carefully neutral. He found his gaze drifting to the window, the autumn colours a mocking parade of beauty. He felt a tremor run through him, a feeling that something was about to give. The words, the gentle tones, grated on him. He abruptly stood, shoving his chair back with a violent screech. “Alternative arrangements?” he echoed, his voice sharp and brittle. “What about my arrangements?” He stalked out of the lecture hall, leaving the professor staring.

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