The sunlight streaming through the kitchen window bounced off the gleaming stainless steel appliances, a stark contrast to the state of Sarah's nerves. The phone rang; it was her neighbor, Ms. Peterson. Sarah grabbed the phone, bracing herself. Ms. Peterson launched into the request before Sarah could even say hello. "My tomatoes just *thrive* with that kind of exposure," she chirped, "and you have such lovely unused space."

Sarah gripped the phone so hard her knuckles ached. This was the third time this week a neighbor had demanded something. Her hands felt clumsy, useless. The voice grated on her ears.

She mumbled a vague agreement, eager to get off the phone. She slammed the phone down, the sound echoing in the otherwise silent kitchen. She could feel the pulse in her temples start to throb. The perfect tomatoes, she thought, the perfect garden.

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