The musty smell of the basement clung to the air, making it hard to breathe. Olivia crumpled the list in her hand, the paper tearing slightly. Her brother, a man of stoic reserve and quiet confidence, had a bucket list that was astonishingly bold. "Learn to fly a plane." "Build a boat." Olivia's chest felt tight.

She took a deep breath, trying to steady herself. This was going to be a lot. A whole lot. She swallowed hard, feeling the pressure behind her eyes.

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