"Unbelievable," sighed Chloe, her voice a low growl. The workers were nearly finished; the fence was almost complete. It loomed, a barrier between her property and the world. She pressed her lips together, her jaw locked.

She'd invested so much in the perfect backyard for her kids to play in, and now this was happening. She’d spent all morning shopping for decorations and planting flowers, and everything was suddenly ruined. She closed her eyes, trying to find a sense of peace, but instead she found only the echo of the relentless hammering.

She went inside and kicked off her shoes. The house felt too small, too confining, the air thick with an unspoken anger.

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