The phone vibrated insistently in Maya’s purse. Another missed call from her boss. She ignored it. The world kept moving, demanding, expecting. She sank deeper into the park bench, the cold seeping through her coat. She wanted to scream, to lash out at the injustice of it all. This was so unfair.

Across the park, she saw a woman stumble, clutching her chest, before slowly righting herself. Maya stiffened. The woman seemed familiar. She watched her, frozen. It was the same telltale sign she often struggled against.

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