The aroma of freshly brewed coffee did nothing to soothe his frayed nerves. Ethan paced his small apartment, the rhythmic thud of his steps echoing against the bare walls. He’d staked his future on his revolutionary solar panel design, a design he was sure would change the world. He’d thought he had something unique, something that would set him apart. Now, the patent office had informed him of an existing claim. His hand clenched into a fist. He stopped pacing and slammed his fist on the table, making the coffee cup jump. He grabbed the rejection letter and viciously tore it to shreds.

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