The fluorescent lights of the departure lounge seemed to mock Elena with their incessant hum. Her fingers tapped a frantic rhythm on the armrest, a restless energy coursing through her. She was supposed to be in Greece, celebrating her grandmother's ninetieth birthday. She’d painstakingly picked out a bouquet of her favourite flowers, which now lay wilted in her bag. The plane’s delayed departure felt like a physical blow, a weight pressing down on her chest, making it difficult to breathe. Each announcement was a fresh stab of pain.

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