"Again?" Mark muttered, shoving his phone into his pocket. He stared at the pizza box on the counter. He had ordered it, planned the evening. They were supposed to be having a cozy night in, but she'd cancelled last minute, with the usual flimsy excuse about her 'sister' needing help. His fingers itched with an urge to throw the box across the room.

He’d spent the day anticipating this. Anticipating her. He’d cleaned the apartment, bought the flowers, gotten the good wine. He felt a hollowness spreading through him, a feeling that something wasn't quite right. He clicked on his computer, aimlessly browsing the internet, the glow of the screen reflecting in his vacant eyes.

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