Rain lashed against the window of the old cottage, mirroring the tempest brewing inside Ben. He’d been expecting a simple clean-out, a quick disposal of his father’s belongings. Instead, he was wading through a sea of sentimental junk. A fishing rod, a collection of dusty vinyl records, and now, this… a brightly coloured list titled “My Last Adventures.”

He gritted his teeth, scanning the handwritten goals. “Climb Mount Everest.” “Write a novel.” “Learn to dance the tango.” He tossed the list aside, the paper hitting the cluttered desk with a resentful thud.

His jaw clenched. The audacity. This was what his father *really* wanted to do? Why couldn’t he have just left behind some helpful documents or at least a will that didn’t involve an endless legal battle? He grabbed a box, shoving the contents in haphazardly, the old grievances resurfacing with every item.

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