The band started playing *their* song, the one they had danced to at their graduation. It was like a physical blow. Emily's breath hitched. She saw Mark, her ex, standing near the bar, looking the same as always. It felt like she was trapped in a bad movie, reliving a scene she'd sworn she'd moved past.

She crossed her arms, a shield against the onslaught of memories. She could feel her pulse racing. This was ridiculous. She took a step toward the restroom, needing to escape the music. She'd stay in there for a long time.

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