He paced the cramped confines of his dorm room, his phone clutched so tightly in his grip that his knuckles were white. Liam ran a hand through his already disheveled hair, the strands catching on his agitated fingers. The email sat, taunting him, in his inbox. A notice of revocation. The scholarship, his lifeline, pulled out from under him. He needed that money. Every cent. The thought of his parents' reaction, the shame of having to admit he’d failed, gnawed at him. He kicked a discarded soda can, the sound a sharp crack in the 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