He slammed the phone down, the plastic receiver rattling against the wall. “Unbelievable,” he choked out, pacing the narrow strip of cracked pavement that constituted his front yard. The keys in his hand felt heavy, useless. They were just cold metal now, emblems of defeat.

He glared at the empty space where his vintage convertible had been parked. He ran a hand through his already disheveled hair. He had been planning a relaxing drive, windows down, the sunset washing over him. Now, he was envisioning bureaucratic nightmares and towing fees.

He imagined the smug face of the tow truck driver. That guy always seemed to be lurking around, waiting for some opportunity to pounce. He knew the type. Always looking for a quick buck, preying on people's bad luck. He needed to get this sorted out, and fast.

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