The afternoon sun, warm and inviting, did little to soothe the tension knotting in his shoulders. He threw the gardening gloves onto the table, the canvas dirty and stained. He had been enjoying the silence, the quiet satisfaction of working in his garden, until he saw the message pop up. It was from Lance Peterson. The boy who’d made his life a misery in junior high. The one who'd made sure he was always an outsider.

He sighed, the sound escaping him raggedly. He felt a prickling heat under his skin, as if a fever were rising. He ran a hand through his hair, tugging at the strands. He kicked a small, decorative pot, sending it flying across the patio.

He went inside the house, the sudden change in temperature a shock. He needed a distraction, something to take his mind off it. He poured himself a glass of iced tea, the clinking of the ice cubes a sharp, unwanted sound.

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