The caterer's call was the final straw. "What time should we arrive to set up the desserts?" the perky voice chirped. Mark nearly threw his phone across the room. A retirement party. For his father, a man whose idea of a good time was listening to the same records he'd listened to since the 70s.

He hadn't written a word of the speech. He’d barely thought about it. The thought of crafting sentimental platitudes made his teeth clench. He pictured his dad, beaming, accepting accolades. He let out a frustrated grunt.

He felt a sudden, overwhelming urge to drive far, far away. Somewhere with no cake, no speeches, and definitely no family.

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