Liam drummed his fingers on the chipped countertop of his tiny apartment. The faint smell of freshly cut grass, coming from next door, felt like a deliberate taunt. Mr. Abernathy was out there again, meticulously trimming his perfect lawn. Liam’s own yard was a barren patch of weeds and cracked concrete; he barely had the energy to keep the trash bags from overflowing.

The sheer disparity gnawed at him. He’d seen Mr. Abernathy casually throw away a perfectly good lawnmower the other day. Liam had been eyeing it with envy. Liam’s own lawnmower was old and on its last leg, and he knew he couldn’t afford another one anytime soon.

He needed a new job. He knew it in his core. But every time he opened his laptop to apply for something, he’d think of Mr. Abernathy, and the perfect green of the lawn. And his resolve would slowly dissipate. Liam turned away from the window, and slumped onto the couch.

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