"Is there a problem?" she asked, her voice sharper than she intended. She hadn't slept well and the incessant buzzing of the neighbor's saw had been a constant noise in her head. She had to get him to stop.

The man, a portly fellow with a red face, pointed towards the tree. “The roots, they’re cracking my patio, you see.”

She surveyed the offending tree. It was a magnificent thing, old and strong. Her heart quickened and her hands started to shake. The feeling that rose within her was like a hot coal.

She took a deep, ragged breath. "Well, that's unfortunate, isn't it?"

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