The attic air hung thick and dusty, catching in Leo’s throat. He coughed, slamming the lid of the trunk closed. Another box of moth-eaten sweaters. He just wanted to find the damn will, settle this estate, and be done with it. He yanked at the rope securing a smaller chest. It was harder than it looked.

“Finally!” he grunted, the latch snapping open. Inside, nestled beneath tissue paper, was a leather-bound book. Not the will. A bucket list. "Climb Mount Fuji." "Learn to play the ukulele." What in the world? Leo threw the list back in the trunk. He wanted to scream.

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