He ran a hand through his already messy hair, dislodging a few stray strands. The grade, a jarring 'D', glared back at him from the screen. Liam clenched his jaw, the muscles in his neck protesting. He’d followed all the instructions, attended every lecture, and even asked for extra help during office hours. He'd poured over the textbook, highlighting and annotating until his hand cramped. A bitter taste coated his mouth. He felt the sudden urge to kick something, anything, to release the surge of unwelcome energy coursing through him.

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