He tossed the stapler across the room. He hadn't meant to, but the action sent a shiver through him. The thud of it hitting the wall registered. His new cubicle felt like a prison cell. He'd been moved from the sales team to the warehouse inventory, an environment that reeked of stale cardboard and despair. The air was thick with dust motes dancing in the weak sunlight filtering through the grimy windows.

"Just…try to understand, okay?" His manager's words from this morning echoed in his head, a hollow plea. "It's what the company needs." The manager had the gall to then pat his shoulder like he were a child. He kicked his chair out of frustration, the metal legs scraping against the linoleum. It was the only sound he’d made all day. He ran a hand through his hair, tugging at the strands.

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