The university hallway stretched before him, an endless expanse of indifference. He ran a hand through his already disheveled hair. He felt a burning in his chest, a tight knot that made it difficult to breathe. He had poured his heart and soul into that project. The accusation felt like a personal affront.

He clenched his fists, the nails digging into his palms. He wanted to scream, to lash out, to make them understand. But the words wouldn't come. He just wanted to be done with it, to escape this nightmare. He felt a desperate urge to run away.

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