The air in Daniel’s apartment felt thick, suffocating. He’d spent weeks planning a themed costume party, a meticulously crafted extravaganza that he'd poured his heart into. He’d even commissioned a custom-made cake in the shape of a spaceship!

Then came the Facebook event: a rival party, also costume-themed, also on the same night. The sheer audacity of it left him speechless. His stomach churned with a mixture of disbelief and… something else. Something heavy and difficult to name.

He threw himself onto the couch, staring at the ceiling. The elaborate decorations he’d put up earlier seemed gaudy and ridiculous now. He felt a deep, profound sense of… defeat. He closed his eyes, imagining the joyful scene unfolding elsewhere, without him.

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