The clatter of dishes seemed to amplify the tension. He watched as his roommate, David, meticulously cleaned the already spotless kitchen, avoiding eye contact. He wanted a reptile, a cool-scaled gecko to observe and care for. A harmless lizard that wouldn't shed and that wouldn't require endless walks. David insisted on cleanliness and order above all else.

He ran a hand across his forehead, feeling the sheen of sweat. He hated this feeling of being stifled, of having his desires dismissed. The air in the apartment felt thin, as if he was struggling 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