Elara had been anticipating this reunion with her family for months. Months. She'd packed a suitcase full of gifts, and even took the liberty of learning a few new recipes to surprise them. Now, staring at the screen, she felt her joy evaporate. The delay seemed to expand, stretching into a never-ending expanse of time.

She balled her fists so tightly her nails dug into her palms. She would miss her nephew’s first soccer game. She felt a burning sensation in her chest, and she found it difficult to breathe. She wanted to yell at someone, at anything.

She felt a tremor in her hands, and she stood up to pace the area. Everything felt suddenly wrong, broken. She felt like someone had stolen something precious from her.

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