He shoved the acceptance letter into his backpack with a viciousness that tore the corner of the envelope. He hadn't bothered to read the entire email, only scanned the important parts, but that was enough. The color drained from his face as he read it. The scholarship. Gone. His future, which had seemed so bright just yesterday, suddenly felt dim. The thought of having to return home, to admit his failure, sent a wave of nausea through him. He leaned against the locker, the cold metal doing nothing to soothe the heat that bloomed on his neck.

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