The shovel slipped in her grasp, sending a spray of dirt across her freshly washed jeans. "Again?" she muttered, wiping her brow with the back of her hand. The neighbor's polite request seemed to stick to her like the mud on her boots.

The morning was already hot and humid. She’d planned on a relaxing day of gardening. Instead, the image of the encroaching property line and that smug grin haunted her. The tree, of course, was the issue.

Her jaw clenched. She stabbed the shovel into the ground with unusual force. The earth resisted, stubbornly refusing to yield. Each swing of the shovel was a physical manifestation of her feeling.

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