"She's, like, perfect," Jessica said, her voice dripping with sugary sweetness. The words grated on Emily's nerves. They were at the bar, celebrating Sarah’s success. Emily had managed a strained smile, a tight knot forming in her throat. She took a large gulp of her drink, the strong alcohol burning a path down her throat. "Yeah, she is," Emily managed to choke out. She excused herself, heading to the bathroom, needing to escape the relentless cheerfulness. She stared at herself in the mirror, her face a mask of forced composure.

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