The sunlight streamed through the kitchen window, illuminating the swirling dust motes that danced in the air. Emily leaned against the counter, the list in her hand feeling heavy. Her mother, a practical nurse known for her calm demeanor, had a bucket list full of wild aspirations. “Write a novel.” “Learn to speak fluent French.” Emily huffed out a breath. This was too much.

She imagined the chaos. Her mom, attempting to write, the French verbs, it was all too much. Emily rubbed her temples, the dull ache growing stronger. Suddenly, she wanted coffee. Strong coffee. Black.

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