He kept fiddling with the car keys, a nervous habit that usually surfaced when he was anxious. The waiting room of the hospital felt stifling, the sterile air thick with a tension that had nothing to do with the usual medical anxieties. His brother, David, had just informed their parents, and by extension him, that he was embracing Islam.

His chest constricted. "So, you're… changing your name?" he managed to ask, his voice tight. David just smiled, a gentle, knowing smile that grated on his nerves. He wanted to shout, to demand answers, to understand how this could have happened.

The linoleum floor seemed to shift beneath his feet. He felt a sudden, intense urge to pace, to escape the suffocating silence. He dug his nails into his palms, trying to ground himself. This wasn't happening. This couldn't be happening. He’d envisioned so many things for their family, and this wasn’t one of them.

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