He’d found it wedged between the pages of his father’s old, leather-bound journal. Liam blinked, the afternoon sun a blinding glare through the dusty window. It was a draft; a crumpled mess of crossed-out sentences and furious scribbles. The subject? His father’s departure from his cherished university professorship.

Liam had always believed his father had retired gracefully, happy to pursue his writing. The draft, though, told a different story. It was a raw, aching lament. Accusations of betrayal, of academic politics, of having his life’s work undermined.

Liam felt a knot tighten in his stomach. He felt his hands begin to tremble. His vision swam for a moment, and he reached for the wall to steady himself. This wasn't the man he knew, the kind, avuncular figure who read him bedtime stories.

Emotion: horrified

Cluster: Fear / Anxiety
PC1 (Valence): -2.63 Negative
PC2 (Disposition): -0.17

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😰0.336
sickening0.324
worse0.314
😣0.307
😖0.296
Suppressed:
la-0.444
B-0.295
enjoyed-0.260
optim-0.246
happy-0.244