The constant tapping of Leo's foot was the only sound in the otherwise quiet library. He was seated across from Ben, a man who, supposedly, wrote novels for a living. Ben’s latest story included a dramatic description of his agent, the editor, and the "demanding" schedule of a published author. Leo knew Ben worked as a data entry clerk.

Leo leaned back in his chair, trying to control the urge to roll his eyes. He picked up his book, but the words blurred before his eyes. The constant pretense was starting to get to him.

His foot continued its rhythmic thumping. He felt a sharp pang of disappointment, and an undeniable urge to simply leave.

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