Mark kicked at a loose stone on the sidewalk, sending it skittering across the pavement. He was already late for his shift at the movie theater. He had envisioned a smooth afternoon, the kind where he could zone out and let the world drift by. The feeling of anticipation for the weekend.

Then came the notification. Mrs. Chen, his history teacher, had requested to follow him on Instagram. He stopped dead, the stone forgotten. He'd posted pictures of himself doing dumb things, making stupid jokes. He felt a blush creep up his neck.

He considered deleting everything, then abandoned the thought. What was the point? He was already mortified. He started walking faster, the movie theater suddenly a prison. He wanted to disappear.

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