He hadn't slept, again. The news, the endless possibilities, swirled through his head. He should be studying, but all he could do was stare at the ceiling. The ceiling fan, spinning slowly, only made him feel more disoriented. He needed a plan, a solution, some kind of control.

He looked at the empty coffee cup on his nightstand, the remnants of yesterday. He wanted to throw it, smash it. Instead, he pulled on his clothes, and headed out, the rising sun offering no comfort. He needed to be somewhere, anywhere, to take his mind away from all of this chaos.

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