The constant scent of burnt rubber and gasoline clung to Mark's clothes and hair, a persistent reminder of his current predicament. He’d spent decades painstakingly restoring classic cars, a hobby that had become a source of profound satisfaction. Now, his teenage son, Alex, was obsessed. The garage, once his domain, was now a shared space, a place where he was increasingly a mere spectator.

He found himself staring at a wrench he’d just dropped, his jaw clenched. Alex was fiddling with the engine of his newly acquired (and already slightly butchered) project. The boy's booming music from his phone was too loud.

"Dad! Can you hold this?" Alex yelled over the noise, oblivious to Mark's silent frustration.

Mark, for once, didn't want to. He just wanted to go back inside and watch TV.

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