The celebratory email had been unceremoniously dumped in the trash. Liam was doing his best to ignore the whole thing. He avoided the university's website like the plague, deleted any mention of his essay from his social media, and attempted to continue with his life as normal.

But then, the texts started. "Hey, I saw your essay!" "Congrats!" "You're famous!" His phone buzzed relentlessly in his pocket, a constant source of agitation. He knew it wouldn't stop until the hype died down, which could take weeks.

He threw himself onto his bed, burying his face in a pillow. He felt like an exhibit at a zoo. He closed his eyes, and imagined escaping somewhere far, far away, where he could finally have some peace.

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