He felt the muscles in his jaw clench. The incessant buzzing of the fish tank filter was a deliberate, malevolent sound, amplified in his mind. Liam glared at the shimmering glass, where his roommate, David, was happily rearranging the plastic plants. “It’s *relaxing*,” David had said, a beatific smile on his face, when he announced the aquatic addition.

Now, Liam couldn't relax. He was jumpy, irritable. The constant hum of the motor was a physical pressure in his temples. He imagined crushing the tank with a single, furious blow. Instead, he just took a deep breath, clenched his fists, and retreated to his room, slamming the door. He needed silence. He needed the world to stop.

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