The professor’s words echoed in his ears, a monotonous drone that amplified the sting of his failing grade. "Doesn't meet expectations." That was all he said. Jason’s jaw tightened. He'd spent weeks in the library, sacrificing meals, foregoing social gatherings. He'd thought he was prepared. Now, he felt the familiar knot in his stomach, the sensation of being utterly betrayed by his own efforts. He wanted to lash out, to scream, but instead, he walked away, his shoulders slumped, leaving the professor's office in silence.

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