The air in the hallway seemed thick and heavy, each breath a struggle. John stared at the notice board, at the list of students called to a meeting. His name was there, in bold, a permanent mark against his record. His face was hot.

He wanted to scream, to shout at the unfairness of it all. How could they accuse him of something he hadn’t done? He felt his hands clench into fists. He had worked so diligently.

He shoved his hands into his pockets and walked away. He needed to get away, to clear his head, to find some way to deal with this mess.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. 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 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216