The tiny, cramped kitchen felt like a pressure cooker. Maria slammed the cupboard door, the sound echoing in the small space. Her roommate, Jessica, had declared herself allergic to everything, even air, it seemed. Maria desperately wanted a fish. She'd envisioned a tranquil aquarium, the gentle dance of colorful fish, a peaceful counterpoint to their stressful lives.

She bit her lip, the taste of metal on her tongue. It wasn’t fair. Jessica got to dictate everything, the temperature, the cleanliness, even the choice of scented candles. The injustice of it all tightened her chest, making it hard 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