"I just... I don't understand," Emily muttered, her voice barely a whisper. She stared at the syllabus, the words blurring before her eyes. The professor's stern face haunted her. The accusations felt like a punch to the gut, stealing her breath. She slumped further in her chair, the rigid wood pressing against her spine.

She felt a wave of heat wash over her, then a chilling sensation crept up her neck. Her fingers trembled as she reached for her water bottle, her throat suddenly dry. She wanted to disappear, to dissolve into the worn fabric of her backpack. The unfairness of it all, the blatant lack of recognition for her effort, it was just too much.

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