The office fan whirred uselessly, circulating the stale air. Mark reread the email from his former business partner, a man who had nearly bankrupted him a decade ago. It offered, of all things, an apology.

He clicked his mouse, deleting the email without bothering to respond. The screen flashed a bright white, a stark contrast to the simmering tension in his chest. His jaw clenched. He could almost feel the weight of the years, the sleepless nights, the sheer frustration of having to start over.

He pushed his chair back from his desk, the wheels squeaking in protest. He went outside, where the relentless sun seemed to mirror the fire of his vexation.

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