The professor’s office felt small, claustrophobic. Sarah sat rigidly in the uncomfortable chair, her back straight, her hands clasped tightly in her lap. The weight of the allegations seemed to settle on her shoulders, pressing down, making it hard to breathe. She listened, her mind racing, a jumbled mess of denial and disbelief.

The room seemed to shrink, the walls closing in. She felt a burning sensation in her chest, a tightness that made her want to gasp for air. She bit her lip, tasting the metallic tang of blood. The thought of the disciplinary action, the possible failure, sent a cold shiver down her spine. The world blurred around her.

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