The envelope felt heavy in Kai's hand, too heavy. He’d known, of course. Deep down, he’d known. He held the letter for a moment longer before slowly tearing it open. His breath hitched as he scanned the cold, impersonal words.

He crumpled the letter, the paper crackling loudly in the otherwise quiet library. He tossed it onto the table, the action sharp and violent. A nearby student flinched. Kai ignored them.

He grabbed his backpack, his movements jerky and uncoordinated. He needed to get out, to escape the suffocating weight in the room. He ran a hand through his hair, leaving it standing on end. He was filled with a sudden, overwhelming urge to scream, to lash out.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229