The sound of his sister's laughter grated on Daniel’s nerves. She was so pleased, showing off her daughter’s artwork. A creature with mismatched wings and a mischievous smirk. Exactly like "Zip", his imaginary friend. He had spent hours with Zip as a child. A phantom he tried to forget.

He kept the smile plastered on his face. The tension in his jaw was intense.

He nodded, forcing out a few words of approval. He needed to get away from the scene. He had to be alone. He took his leave and went to his car, and drove, without destination.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253