The musty smell of the storage unit made James’ stomach churn. He’d been tasked with clearing out his father’s belongings after his passing. He found it: a letter of resignation, dated from just before his dad had met his mother. It was from his father's old band. He'd always said he left because he wanted to "start a family."

He skimmed the words, each line a punch to the gut. *“…creative differences…”* The words danced mockingly before his eyes. It was a thinly veiled excuse. His father had given up on his dreams, on his passions.

He kicked the box of band memorabilia across the unit, scattering photos and old concert flyers. He began to understand why his father had always seemed a little…empty. He thought about his own dreams, his own passions. He knew he was the only one in the family who knew the truth now.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285