He slammed the door, the flimsy particleboard shuddering under the force. His fingers were still curled, remnants of the notice he’d been clutching. A vein pulsed in his forehead. He kicked a stray shoe across the already cluttered apartment.

"This is just... fantastic," he said to the empty room. He ran a hand through his hair, leaving it standing on end. The air felt thick, close. He yanked open a window, letting the city's cacophony flood in.

He collapsed onto the couch, which promptly groaned in protest. He wanted to scream. He wanted to punch something. He wanted, more than anything, to make the whole problem vanish. The letter mocked him from the coffee table.

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