The car keys jangled in Emily's hand as she paced the driveway. The sun was setting, casting long, dramatic shadows. Her son, Ben, had been grounded for two weeks, and she felt like she was constantly on edge. She’d stumbled upon his secret TikTok account that morning, filled with videos of him mocking her and her rules.

She took a deep breath, trying to calm the tremor in her hands. Each inhale felt shallow, insufficient. The sight of those videos, the casual cruelty, had ripped something inside her.

"Of all the nerve," she said to herself, her voice a low growl. She kicked the tire of her car, the metallic clang a sharp punctuation mark. Two weeks seemed like a lifetime, and it wouldn't be nearly enough.

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