The ramen in the bowl swam before Amelia’s eyes. Across the kitchen table, Liam was holding forth, his face animated. "Ich habe heute gelernt, wie man 'Kartoffeln' ausspricht!" He beamed, expecting a reaction. Amelia stared at him, the chopsticks frozen mid-air. Her own German had been neglected, dusty and unused, since they'd started dating. Now, suddenly, he was casually dropping phrases, words that had once been hers. A tight knot formed in her chest. She speared a rogue piece of seaweed and chewed slowly, the silence in the room a suffocating weight.

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