Agnes slammed the prototype against the workbench, the plastic clattering. Hours. Weeks! She’d sunk countless hours into this, and now, *this*. Across the crowded conference room, the smug glint in Bartholomew’s eye was enough to send her blood pressure soaring. He’d clearly been waiting for this reveal, arms folded, a complacent smile plastered across his face.

"So, Bartholomew," she began, forcing a tight smile, "Care to explain why your presentation seems… remarkably familiar?" She ran a hand through her already disheveled hair, feeling a prickling heat behind her eyes.

He spread his hands in a gesture of innocence that did nothing to soothe her mounting irritation. "Coincidence, Agnes! Great minds, and all that." The lie dripped from his lips, thick and syrupy. She wanted to scream.

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