"Seriously?" Carol whispered to herself, the screen illuminating her face with an unflattering glow. Her breath hitched in her throat. Her daughter, Jessica, had been on edge lately. Closed doors, long phone calls, the sudden obsession with privacy. Now it all made sense.

Carol sank onto the edge of the bed, the mattress giving way under her weight. A wave of frustration washed over her, a hot, prickly sensation that made her want to scream. She picked up a nearby pillow and threw it against the wall. It hit with a dull thud.

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