The air itself seemed to crackle with tension. Thomas watched, rigid, as the first wooden plank was nailed into place. His hands were clenched so tightly that his nails were digging into his palms.

He'd spent weeks, *months*, carefully planning and tending to his garden, and this damn fence was going to ruin everything. The encroaching shadow would destroy his carefully selected flowers, and he knew he could do nothing to stop it.

He stalked back inside, fuming. He grabbed the remote and turned up the television to drown out the hammering, but the volume was not enough. He could still hear the incessant noise.

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