He pinched the bridge of his nose, the harsh fluorescent lights of the lab suddenly too bright. Everything he'd poured into the research – the late nights, the missed dinners, the sheer *effort* – felt like it was dissolving into thin air. Across the room, Chloe, with her perfect ponytail and annoyingly calm demeanor, gestured towards the projection screen. It was *his* code, *his* model, displayed for everyone to see.

A muscle in his jaw ticked. He’d been so careful, so secretive. How? Why? He wanted to grab a wrench and smash something. He’d barely managed to mumble, “That’s… interesting.” The sheer audacity of the situation was almost comical.

He felt a sudden, profound desire to walk out the door and never look back.

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