The demolition crew’s truck idled at the curb, engine spitting a plume of exhaust into the crisp autumn air. Sarah slammed the car door harder than necessary, the metal echoing in the sudden quiet. A muscle ticked in her jaw as she stared at the house. Twenty-five years. Twenty-five years of memories, now just hours from being reduced to rubble.

She marched towards the house, boots crunching on the fallen leaves. Each step was a deliberate act, a forceful punctuation mark on her mounting anxiety. Her hands were balled into fists, knuckles white against the denim of her jeans. Inside, she envisioned the familiar scent of her mother's baking, the echo of laughter from childhood birthday parties, the ghosts of her late father watching television. All that, gone.

“Can’t you just… wait?” she snapped at the foreman, who was standing on the porch, clipboard in hand. His expression remained placid, the practiced patience of someone used to dealing with angry homeowners. “Just… a little while longer?”

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