The world seemed to tilt on its axis as Chloe read the feedback on her creative writing assignment. "Lacks originality," the professor had written. "Poorly executed." Her carefully crafted prose, her hours of pouring over every sentence, every word, every punctuation mark, felt suddenly worthless. She tossed the paper onto the bed with a harsh thud, her vision blurring with unshed tears. The vibrant poster of her favorite author on the wall mocked her with its cheerful imagery.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. 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 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🤩-0.210