The flickering fluorescent lights of the garage cast long, dancing shadows as Sophia sorted through her uncle’s belongings. The smell of oil and forgotten things hung in the air. This was the last box. She was supposed to be at the gym. She just wanted to get it over with.

She opened the box, her fingers brushing against a worn leather journal. Inside, a typed letter. His letter of resignation, from his job at the local university. She read the stiff, formal prose. She knew her uncle was a brilliant man, but the reasons cited in the letter seemed… inadequate. She kept reading.

She read a sentence, then re-read it. He didn’t mention the scandal that had followed him, that had ruined his career. She felt her chest tighten. She felt the pressure in her head. She had just found a reminder of the man she barely knew, and now she felt a deep, piercing sense of loss. She wanted to scream. She slammed the box shut. Done.

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