The student threw the textbook across the room, it landed with a thud against the wall. He'd stayed up all night, slaving over the essay, crafting each argument with painstaking care. And now? Professor Davis, in his dry monotone, had just revealed *the exact same* project.

He slumped back in his chair, feeling deflated, as if all the air had been sucked out of him. He felt suddenly very, very tired. He had a sudden and intense hatred for literature.

He felt the beginnings of a tear at the corner of his eye.

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