He stared at the goldfish, its vacant expression somehow more infuriating than any actual insult. The water in the bowl was murky, a visual representation of how he was feeling. "Just a small one, John," Daniel had pleaded. "Low maintenance."

Low maintenance. He’d spent the last hour cleaning the tank, scrubbing the sides, trying to make the tiny prison habitable. He hadn’t signed up for this. He'd signed up for an affordable place to live with a reliable roommate, not a silent, aquatic judge of all his failures.

He muttered something under his breath and walked over to the window, staring out at the rain. He needed to escape this suffocating, fish-filled room.

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