The printer jammed again. It had been doing that all morning, spewing out paper with smeared ink. Mark slammed his fist on the desk, the cheap particleboard rattling in protest. He just needed to print the damn essay draft, due in an hour, before the lecture on post-structuralist theory. Now the paper was crumpled, the words all but illegible. He grabbed his phone and scrolled through the college email, just to check. The headline: "University Facing Closure". He swore, a low growl rising from his chest.

The lecture hall felt stifling. Professor Dubois droned on about Derrida, his voice a monotonous hum. Mark tapped his pen against his notebook, the rhythmic clicking a counterpoint to the lecture’s relentless flow. He imagined the campus, deserted, the buildings echoing with emptiness. He hadn't even finished paying off his student loans. His stomach clenched.

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