Rain lashed against the windows, mirroring the tempest brewing inside Mark. He'd been looking for a stapler, something he’d borrowed from Chloe, and she, typically, was nowhere to be found. He tossed the contents of her desk onto the floor.

A small, spiral-bound notebook lay amidst the chaos. He picked it up, expecting a grocery list or a to-do list, which he would have gladly ignored. Instead, the first page read, "Things to Do Before I Die." Mark's jaw clenched.

"Visit the Louvre? Learn to play the guitar? Run a marathon?" The audacity of it all. He slammed the notebook shut. This was beyond the pale.

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