He clenched his jaw, the muscles in his face tight. The accusations echoed in his mind, the professor’s words a constant, gnawing presence. He’d followed every instruction, cited every source, and yet here he was, accused of something he hadn’t done. He slammed his fist on the table, the force of the blow surprising him.

His vision blurred, and his breath hitched in his throat. He felt the familiar heat creeping up his neck, spreading to his cheeks. He stood up abruptly, pacing the small apartment. He felt a pressure building inside him, a pressure he desperately needed to release. He needed to get away, to escape the suffocating weight of suspicion.

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