The party was in full swing, music blared, and the room was filled with laughter and chatter. Ben was trying to enjoy it. But it was impossible. He knew she had been learning, but tonight was different. He could hear it in her animated conversations with his friends, her perfect Cantonese.

He went to the balcony to try to get some air. He needed the cool air on his face. He felt trapped. The noise inside seemed to be getting louder. He looked down at his shaking hands.

The door opened behind him, and she came out. She smiled at him. "Having fun?"

He turned away.

Emotion: panicked

Cluster: Fear / Anxiety
PC1 (Valence): -2.44 Negative
PC2 (Disposition): 0.00

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.317
😫0.294
😖0.285
😰0.285
escape0.283
Suppressed:
la-0.432
a-0.374
de-0.296
楽し-0.262
happy-0.258