Mark clenched his jaw, feeling the muscles in his neck tighten. He’d just finished power-washing his deck, a labor of love that had occupied his entire Saturday, and now the incessant hammering was starting. He ran a hand through his hair, leaving greasy marks.

He hated this. The endless encroachment on his personal space. His property was the only thing he felt was his in a world of shared apartments and shared experiences.

He closed his eyes for a moment, trying to breathe, but all he could feel was the thrumming in his temples. He imagined the fence, a solid wall between him and the view he'd spent so long enjoying.

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