The small, stuffy room seemed to be closing in on Emily. Her hands trembled as she scrolled through the website, her stomach twisting into knots. She had thought about this moment, but she hadn’t expected the intensity of the sensation. Her mouth felt dry. A feeling of dread weighed her down.

She pulled at the collar of her shirt, as if to find some space to breathe. This essay, her intimate reflection of herself, was now a textbook example. A cold, impersonal assessment. She felt a burning need to disappear, to vanish from the face of the earth.

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