Mr. Henderson slammed the textbook shut, the sound echoing in the otherwise empty classroom. Another lesson plan gone wrong. He’d spent hours meticulously crafting it, only to have the students stare blankly back at him. He ran a hand through his thinning hair, the familiar gesture doing little to soothe the tightness in his chest.

He needed coffee. Badly. But the breakroom was a disaster, probably thanks to Mrs. Gable's bake sale. Sighing, he turned back to his desk, spotting a small, brightly wrapped package sitting squarely in the middle. Where had that come from?

A card, addressed to "Mr. Henderson, The Best Teacher Ever." Inside, a simple message, scrawled in a familiar, slightly messy handwriting: "Thank you. - Liam." Liam, a student from five years ago. He remembered Liam. The kid who always doodled in his notebook. He carefully unwrapped the gift, revealing a sleek, expensive fountain pen. A genuinely thoughtful gesture. A smile, the first one that day, finally cracked his face.

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