The breakfast cereal, half-eaten and cold, sat abandoned on the kitchen table. He was already running late. He stumbled out the door, ready to leave, but the sudden vacancy in the driveway stopped him in his tracks. His jaw clenched.

He checked again, just in case he was mistaken, but there was no mistake. Just an empty space. A wave of frustration washed over him, leaving him feeling hollowed out.

He imagined the phone call he had to make, the explanations he would have to offer, the money he'd have to pay. Every muscle in his body felt tense. He felt like shouting. Instead, he just let out a long, slow breath.

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