The sunlight seemed to dim as she watched the crew hammer the first post into the ground. A sudden wave of heat washed over Sarah; she felt her cheeks flush. She could practically taste the sawdust in the air, a gritty, unwelcome presence.

She hadn't slept well in days, and this new project was not helping. She'd spent weeks planning a small herb garden, but now she'd have to scrap the whole thing, or risk it being shaded.

She retreated to the living room, grabbing a throw pillow and crushing it against her chest. The television offered no solace; the screen blurred. The incessant hammering seemed to burrow into her skull.

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