The phone felt heavy in her hand. “I just don’t understand, Mark,” she said, her voice strained. Her son was, apparently, going to be a Mormon missionary. Across the phone line, she could hear his calm tone. She was doing her best to sound neutral, but her heart was hammering in her chest.

She paced the length of her kitchen, the worn linoleum cool beneath her feet. How could he just… do this? Abandon everything they’d built together? The thought felt like a physical blow. She wanted to scream.

She stopped pacing and stared out the window, at the neatly trimmed hedges and the familiar street. Everything looked the same, but her world felt irrevocably altered. A wave of exhaustion washed over her.

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