The printer in Mrs. Davies’ office coughed and spat, a sound that mirrored her own mood. Another broken machine, another delay in getting the weekly newsletter out. She kicked the wastebasket, a small, futile act of defiance. Her fingers ached from typing, her eyes burned from staring at the computer screen for far too long. A package arrived, addressed in neat, familiar handwriting. It was from Emily, a student she had tutored years ago. Inside, a handmade bookmark and a note detailing Emily's success in life. Mrs. Davies was fighting against a wave of feeling. She didn't want to smile. Not now.

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