The afternoon sun, though muted by the clouds, still managed to reflect off the polished floor, creating a blinding glare that danced in Mr. Evans' eyes. He was already weary from a long day, battling apathy in his students. The phone buzzed, alerting him to a delivery. Another interruption, another demand on his time. He slammed the receiver back onto its cradle. A heavy box arrived. Inside, a leather-bound journal, embossed with his initials, and a pen. A note: “For the stories you told. - Liam.” He slammed the journal shut with a loud thud, the sound echoing in the empty room. Liam, who never paid attention.

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