The gallery owner, bless his soul, was practically vibrating with excitement. He gestured wildly towards the back room, a whirlwind of nervous energy. "You *have* to see this, Esme! It's… incredible!" She clenched her jaw. She just wanted to be home, away from the cloying scent of champagne and forced pleasantries.

A young man, barely old enough to vote, stood with his back to them, arms crossed. A large, perfectly rendered raven, identical to the one in Esme’s most famous piece, was spread across his shoulder blades. Her stomach lurched. The sheer audacity of it!

"Magnificent, isn't it?" the gallery owner prompted, beaming. The young man turned, a sheepish grin plastered across his face. "It's, uh, inspired by your work, Ms. Harding. Huge fan." Esme forced a smile, the muscles in her face protesting. It was a blatant theft, a cheap imitation that cheapened the original. She felt a prickling heat under her skin.

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