Liam slammed the door, the sound echoing through the cavernous hallway of the old Victorian. The realtor had called it "charming"; he called it a money pit. The leaky faucets, the uneven floors, the constant drafts… it was all testing his limits. He'd been looking forward to a relaxing evening, and the damn plumbing had other ideas.

He wrenched at the wall paneling in the library, his knuckles white. The old house had a musty odor that was getting to him, and he just wanted to be done. A sharp crack, and a section of wood gave way. Behind it, a darkened recess. He felt a tense tightening in his chest.

“Well, what fresh hell is this?” he mumbled, rubbing his temples, as he peered into the newly revealed space.

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