"Unbelievable," Maria muttered, her voice barely a whisper. The notice was taped directly to her door, as if to personally affront her. She crumpled it into a ball and threw it on the floor. It was a challenge.

She sat on the edge of her bed, her hands twisting in her lap. The weight of it all pressed down on her. Every chore, every expense, the whole world, suddenly seemed like an insurmountable mountain.

She stared out the window at the brick of the building opposite hers. It was an assault. She picked up the crumpled paper, smoothed it out, and tossed it away again.

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