"Honestly," growled David under his breath, kicking at a loose stone on his patio. He’d just spent two hours meticulously weeding his prize-winning roses, and now this. A hulking fence was going to block out half the sun.

He could feel the familiar knot forming in his stomach. He pictured the incessant barking of his neighbor’s dog, now amplified by the new wooden structure. The dog was already loud, and David couldn't imagine a worse thing to have to deal with. He pictured the fence, a looming shadow cast over his carefully cultivated garden.

He marched back into the house, banging the screen door shut with unnecessary force. He began pacing the kitchen, unable to settle. He knew he should call the homeowner's association but just the thought of the bureaucracy made him wince.

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