Liam slammed the screen door a little too hard, the sound echoing in the otherwise silent house. The card, pale blue and featuring a whimsical drawing of balloons, seemed to mock him. His birthday was next month, which was months away.

He ripped open the envelope, half expecting a prank. Nothing. The inside read, in a neat, unfamiliar script: *“Wishing you a day filled with joy!”* He huffed, a short, sharp breath that rattled his lungs. He was already running late for his dentist appointment.

He threw the card on the table, where it landed face down on top of his keys. He just needed to find his keys. He rubbed his face with both hands. This was all just another thing to deal with.

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