He slammed his laptop shut with such force that the desk rattled. The offending article, a long, detailed analysis of ancient Sumerian pottery, was credited to someone named "Brenda Billings." He threw the laptop against the wall, its impact muffled by the old wallpaper. He’d spent countless hours hunched over books, deciphering cuneiform, and now his work was somebody else's.

He sank to the floor, his head in his hands. He felt a throbbing sensation in his temples.

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