The cafe’s acoustics were atrocious, but the jazz band was trying its best. Then, the singer launched into "Crimson Dreams," the song he'd poured months into writing. He nearly choked on his lukewarm coffee. This was his song. He'd painstakingly crafted every chord, every lyric. Now, a woman with a voice like a rusty gate was butchering it. He clenched his jaw, the tendons in his neck screaming in protest. The drummer was offbeat! He slammed his fist down on the table, rattling the sugar packets. The waitress jumped. He mumbled an apology.

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