"No," Clara whispered, the word escaping her lips like a choked sob. The screen displayed the words, a digital slap in the face. She felt a burning sensation in her eyes, a prelude to tears she desperately fought to keep at bay.

She rose from her chair, her legs feeling shaky. She needed to move, to do something, anything to distract herself from the stinging blow. She kicked her desk, hitting it with a sharp, abrupt sound.

She threw her backpack over her shoulder and, without a word, slammed the door behind her as she left the room. She was ready to move, to get as far away from the cause of her current misery as possible.

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