Thomas shoved the photo album across the kitchen table. The glossy pages skidded, nearly taking out the sugar bowl. He hadn't asked for this, this sudden dive into his family’s past. His aunt had insisted, "You *have* to see these, Thomas. Absolutely *have* to."

The photos mocked him with their blatant lies. His father, the paragon of virtue, the man who always preached about hard work and honesty, was grinning like a loon, perched on a convertible next to a woman who was definitely *not* his mother. Thomas felt a familiar clench in his stomach. He wanted to scream.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205