The email sat in Oliver’s inbox, a digital serpent coiled to strike. His mouth was dry, his throat constricted as he scrolled down. The professor’s words, devoid of emotion, felt like blows. He blinked rapidly, attempting to focus on the text, but the letters danced before his eyes.

He stood up abruptly, pacing his small apartment. The walls seemed to be closing in. He felt a constant, nagging pressure in his chest, as if a great weight had settled there. He needed to be alone.

He thought of his parents, the sacrifices they had made for him. Shame washed over him, a cold tide that threatened to drown him. He knew he'd need to talk to them, but the mere idea caused his stomach to churn. He ran a hand through his hair, the gesture clumsy and desperate.

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