The phone vibrated again, another notification. Amelia ignored it, focusing instead on the canvas before her, the still-life she had been working on for weeks. It featured a single, wilting sunflower. The vibration persisted, a relentless, irritating buzz. Finally, she grabbed the phone and saw the photo. It was a close-up of a forearm, inked with her exact rendition of the wilting sunflower.

Her stomach lurched. The canvas, her sanctuary, suddenly felt like a prison. She dropped her brush, the bristles splattering paint across the floor. A wave of nausea rolled over her, and she felt the blood drain from her face.

She slumped onto a stool, her shoulders slumping forward. The vibrant colors of her studio seemed to mock her, the beauty she had tried to capture now tainted by this… this blatant disregard.

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