The clatter of dishes in the sink, the scent of lavender from the potpourri in the hall; it was a scene of domestic tranquility that was violently shattered by the doorbell. Carol stormed towards it, expecting the delivery she had ordered. Instead, there was Mr. Jenkins, a man she barely knew, holding a trowel. "I've always admired your garden space," he said. "Think you'd mind me using a small portion to grow some herbs?"

Carol's breath hitched. Her hands felt clammy. She thought of her unfinished novel, of the peaceful afternoon she had planned. Now it was all being swept away.

She managed to stammer out a noncommittal response, the words catching in her throat. She could feel a flush creeping up her neck.

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