Liam stared at the screen, the university president’s statement a harsh pronouncement against the backdrop of his normally vibrant homepage. His stomach churned. He hadn't been to class in two weeks, too busy working to pay tuition and rent. This meant that the whole endeavor had been a waste of time.

His breath hitched. He replayed the message again, the words echoing in the sudden silence of the library. It couldn't be happening. He rubbed his temples, a headache blooming behind his eyes. He slumped back in his chair, feeling the blood drain from his face.

He had to get out. He rose, bumping into the desk. The books there nearly fell, but he caught them. He left his things there, and practically ran out of the building. His future – the one he'd been carefully constructing – had been ripped away in an instant.

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