The lesson on the French Revolution had bombed. Again. Mr. Davies leaned back in his chair, the squeak of the springs a grating sound. The kids weren't engaged, and he felt his passion for history slowly withering. He pinched the bridge of his nose, feeling a headache begin to throb behind his eyes.

He’d spent the weekend grading papers, only to find the same mistakes repeated. His patience had evaporated hours ago. A small, brown paper bag sat on his desk. He hadn’t noticed it before.

Inside, a jar of homemade cookies and a note: "Mr. Davies, Your History Lessons Were the Best! - Emily." Emily, who used to make him laugh. He smiled, and the tension he hadn’t even realized he was holding in his shoulders began to dissipate. He took a bite of a cookie, the sweetness a surprising balm.

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