A cold sweat slicked down Leo’s back. He’d stumbled upon the collection while looking for old photo albums. The sheer volume of it was staggering: notebooks, essays, art projects… everything. The realization dawned on him with a sickening lurch: his mother, for reasons he couldn’t fathom, had cataloged his entire academic life.

He paced his living room, a knot twisting in his stomach. He clenched his fists, struggling to maintain composure. How… how personal was this? He had not had any knowledge of it.

His mother would have been so proud of herself. It was a compulsion. He understood that. He was used to her compulsions. Still, he needed to know what this meant. He needed to understand the meaning behind this invasion of privacy.

He grabbed his car keys and stomped out, the slam of the door a release he hadn't known he needed.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. 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 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260