The microwave beeped, a shrill, insistent noise that grated on Amelia’s nerves. She slammed the door shut, the leftover lasagna splattering slightly as the plate wobbled. “Mom, I swear, if you put the plastic wrap on again…” she muttered, grabbing a paper towel to wipe the splatters. Her mother, humming a jaunty tune, breezed into the kitchen. “Oh, sweetie, I thought you might want a fresh piece! You haven't been eating enough, you know." Amelia clenched her jaw, the muscles tightening.

Her apartment, a cramped studio downtown, had felt suffocating for months. This house, however, felt like a gilded cage. The constant comments, the overbearing concern, the feeling of being perpetually observed – it was a pressure cooker, and she was the valve about to blow.

“Thanks, Mom," Amelia said, forcing a smile that felt brittle. She grabbed her purse, the leather digging into her shoulder. "Gotta run. Got a meeting." The lie felt heavy on her tongue. It was a walk around the block, just to get away from the house.

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