The woman dropped her knitting needles, the sound echoing in the sudden silence of the room. She closed her eyes, trying to breathe deeply. The incessant grinding from the next yard made her jump every time. She felt a burning in her cheeks.

Her hands were clenched into tight fists. She hated it. The house had been her haven for so long. Now, it was a battleground. She wanted it to stop. She needed quiet.

She stormed into the kitchen, reaching for the tea kettle. She would put on a pot. Maybe, just maybe, the ritual would calm her. But the noise continued. And her rage kept building.

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