The flickering fluorescent light above her head buzzed incessantly, mirroring the frantic tempo of her thoughts. This whole project was a nightmare. She needed to be back at her desk, working on the presentation, not wading through her grandmother's collection of porcelain dolls.

She swatted at a cobweb that landed on her cheek, a sharp intake of breath escaping her. The musty smell of the basement was suffocating. Every dusty object, every creaky floorboard, amplified the feeling of being trapped.

Her brother, Liam, whistled as he sifted through a box of old vinyl records. "Look at this, a first edition!" She wanted to throw something. Anything.

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