The attic air hung thick and dusty, catching in Agnes's throat. She coughed, swatting at a cobweb that brushed her cheek. Years. Years she’d heard the tale of Grandma Beatrice, the prim and proper schoolteacher who'd never so much as sipped a beer. Now, staring at a photograph of Beatrice, leg perched jauntily on a barstool, a cigarette dangling from her crimson-painted lips, Agnes felt a strange pressure building behind her eyes. *That’s not right,* she thought, the words a silent plea against the glaring truth of the image.

The photo album fell open, revealing another shot. Beatrice, laughing, draped around a man in a sailor suit. The ship’s name, barely legible, read “The Salty Siren.” Agnes slammed the album shut. Her fingers trembled as she reached for a dusty box, praying for a different narrative, a different reality. This was a complete upending of everything she thought she knew.

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