He stared at the small, velvet box in his hand. Inside, nestled on a satin cushion, was the engagement ring. His fiancée, Lisa, had just told him she was converting to Catholicism. They'd been planning a secular ceremony, a blending of their backgrounds, but now…

The box felt heavy, a physical weight mirroring the emotional burden he was carrying. He ran a hand through his hair, a gesture of agitation. The ring, the symbol of their future, felt like a constant reminder of the chasm that was opening between them.

He shoved the box into his pocket, the sharp corner digging into his thigh. He needed to be alone. He walked to the window, staring out at the cityscape, feeling utterly lost. The familiar lights and sounds of the city seemed to mock him.

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