“Are you kidding me?” David spat the words out, the notice clutched in his fist. His voice was a rasp. He was breathing hard, his chest heaving with quick, shallow breaths. He threw the crumpled paper onto the table with a loud thud.

He marched into the bedroom, slamming the door behind him. He needed space, air. He opened the window, inhaling deeply, but the air felt heavy, oppressive. He ran his hands through his hair, yanking at it slightly.

He imagined the landlord’s smug face, the audacity of the situation. He kicked a stray clothes hamper across the room. He felt trapped.

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