A tremor ran through her, shaking her from the inside out. The email, the concise, dismissive words, had triggered a storm within her. He, the job, the interview, all of it, now meant nothing. And Liam, her best friend, had been chosen.

She took a deep, shuddering breath, trying to regain control. Her hands felt clumsy, her movements jerky. She wanted to throw something, to scream, to lash out at anyone who dared to look at her.

She slammed the laptop shut, the sound echoing the turmoil inside her. She felt a burning need to escape, to run, to disappear. She just wanted the pain to stop.

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