The first thing she saw when she opened the front door was the cage, a sprawling monstrosity dominating the entryway. Clara's mouth opened, then snapped shut. Inside, a parrot squawked, its beady eyes fixed on her. Liam, her roommate, appeared, beaming. "Isn't he gorgeous? We can teach him to talk!"

Clara forced a smile, the muscles in her face strained. She had specifically stated, during their initial apartment search, “no birds.” The feathers, the mess, the noise, the potential for biting. Her head was already beginning to throb.

"He's beautiful," she mumbled, pushing past him. She needed a drink. Immediately.

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