The elevator doors opened with a soft 'ding' and David stepped out, his pace brisk. He made a beeline for the vending machine, shoving a crumpled dollar bill into the slot. He just needed a snack, something, anything to take his mind off it. The fact that the new kid, barely out of training, had a higher base salary… it was just… insane. The candy bar dropped with a clunk.

He peeled back the wrapper, the plastic crinkling loudly in the quiet hallway. He took a bite, then another, but the chocolate tasted like ash in his mouth. He tossed the rest of it in the bin, ignoring the way his hands were shaking. He pulled out his phone, already drafting an email to HR.

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