The flickering neon sign of the all-night diner throbbed in rhythm with Leo's pulse. He shoved another fry into his mouth, the greasy cardboard taste doing little to soothe the knot in his stomach. He’d been standing in line for the bus when he saw it, a fat, brown leather wallet, practically winking at him from the cracked pavement. Now, here he was, staring at a stack of crisp hundred-dollar bills, enough money to solve all his problems for the next six months. He slammed his fist on the table, rattling the ketchup bottles. Why did this have to happen *now*?

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