The sunlight streaming through the kitchen window illuminated the dust motes dancing in the air, a tiny, glittering spectacle that made Sarah's eye twitch. Her mother’s voice, a steady, low hum of helpful suggestions, followed her like a shadow. “You really should consider taking that marketing job, dear. It would be perfect for you, and it’s right around the corner.”

Sarah's palms began to sweat as she squeezed the orange juice. The pressure was building, a slow, insistent tightening in her chest. Each suggestion, each well-meaning remark, felt like another weight added to the load.

She slammed the empty juice carton onto the counter, the sound echoing in the otherwise quiet room. "I'm going to take a shower," she said, her voice tight, a thin thread against the overwhelming tide. She needed a moment. Just a moment to breathe.

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