The tomatoes. They were finally ripening, plump and red, just begging to be plucked for a summer salad. Now, there was a slobbering Great Dane, nose twitching, pawing at the base of the plants, sending half-ripe green fruits tumbling to the dirt. Amelia slammed her gardening shears onto the potting table, a metallic clang that echoed across the quiet afternoon.

She marched over to the flimsy fence, hands on her hips, and glared. Again. It was always the same. Spot, that behemoth, would make his escape, and her hard work would go down the drain, literally and figuratively.

"Spot! Get out of my garden!" she yelled, her voice sharper than she intended. The dog merely gave her a look that could only be described as supremely unconcerned, then nudged a particularly choice tomato with his wet nose.

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