He’d imagined this moment a thousand times, each scenario ending with a celebratory phone call. Instead, the sterile email glowed mockingly on his phone. His jaw clenched so hard, he felt a muscle spasm.

He crumpled the paper in his fist, the words of the rejection message digging into his palm. He wanted to scream. He wanted to tear something apart. He picked up his guitar, a prized possession, and with a grunt, threw it against the wall.

He slumped onto the couch, the music he wanted to create, now a tangled mess of strings and wood. The silence that followed was even more deafening than the crash. He felt a cold hollow in his stomach.

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