The thwack of the post-hole digger echoed across the perfectly manicured lawn, a sound that sliced through Amelia’s morning quiet like a rusty saw. Her jaw tightened as she watched Mr. Henderson, sweat already plastering his thinning hair to his forehead, wrestle with the heavy tool. She gripped her mug of chamomile tea, her knuckles white. *Another goddamn fence,* she thought.

She stalked back inside, the tea suddenly tasting like ash. The endless projects. The noise. She slammed the back door with a force that rattled the picture frames on the wall. This new privacy would only serve to magnify the suffocating lack of it she already felt.

The sudden drumming of the power drill against wood made her jump, a sharp intake of breath. She marched to the living room window, her vision blurring, and stared at the encroaching barrier, the relentless march of the wooden pickets.

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