The fluorescent lights in the classroom seemed to buzz louder than usual, amplifying the general sense of unease. Mr. Harris had been battling the same arguments with the students all week. He rubbed his temples, fighting a headache. His shoulders ached. He was completely drained.

He noticed a brightly colored envelope on his desk. He hadn’t seen it before. He picked it up, and opened it. Inside, a gift certificate to his favorite bookstore, and a note: "Thank you, Mr. Harris, for the inspiration. - Ben." Ben, the student who had inspired his passion for books. He smiled, the tension that had gripped him melting away.

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