The pounding bass vibrated in Martha's chest cavity. It was two in the afternoon, and the air in her apartment already felt thick with the impending humidity. She slammed her fist on the arm of her floral-print armchair, the force rattling the china teacup precariously balanced on the side table. "Honestly," she muttered, grabbing her walking stick. "Every single week."

She marched to the front door, the stick thudding a rhythmic protest against the worn linoleum. The music, a relentless thump-thump-thump, grew louder with each step closer to her neighbor's door. She took a deep breath, trying to steady her fluttering pulse.

She hammered on the door, the wood vibrating under her knuckles. No response. She pounded again, her knuckles turning white. The music didn't even waver. Finally, she shouted, "Is anyone home?!" Her voice cracked slightly.

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