The humidity in the classroom was oppressive, clinging to Ms. Rodriguez’s skin like a damp shroud. The air conditioning was broken, and she felt a constant pressure building behind her eyes. Another day of disruptive students, another day of feeling like she was failing. She slammed a stapler on her desk.

She was considering a career change. Maybe a librarian, or even a dog groomer. Anything that didn’t involve her being on the receiving end of insults. A small package, tied with a ribbon, was on the desk. Where had that come from?

A tiny card read: "Dear Ms. Rodriguez, You made a difference. - David." Inside the box, a collection of handmade origami cranes. David, a student from years ago who struggled with social anxiety. The delicate, folded paper seemed to absorb some of her exhaustion. She carefully picked up one of the cranes, her fingers tracing its wings.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. 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 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212