The notice, a stark white rectangle, was plastered to his door. He ripped it down, crumpling it in his fist. His teeth ground together. "Condo Conversion," it blared. Just what he needed.

He tossed the paper onto the already cluttered entryway table, where it landed precariously atop a stack of overdue library books. He ran a hand through his hair, tugging at the strands. The building’s cracked façade, the perpetually malfunctioning elevator – it was all part of the charm, he'd told himself. Charm that he now realized he couldn't afford.

He stomped into the kitchen, the linoleum floor squeaking beneath his feet. He slammed the refrigerator door shut after a cursory inspection. He'd been looking forward to a quiet evening with a movie. That was clearly out of the question.

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