The invitation felt like a physical weight in Amelia's hand. The embossed lettering mocked her, the smooth paper a cruel contrast to the churning in her stomach. “Speech requested…” it read. For her mother’s retirement. Her mother, the woman who’d once threatened to send her to military school for talking back. Amelia crumpled the invitation, then smoothed it out, a nervous habit she hadn’t outgrown.

She pictured the podium, the expectant faces, the forced smiles. Her own awkwardness, magnified under the spotlight. Each memory of family gatherings past flashed before her eyes, each awkward encounter, each unintentional slight. She’d rather wrestle a grizzly bear.

Her hands, cold and clammy, tightened into fists. What would she even say? The truth? That her mother’s relentless optimism grated on her nerves? That she’d always felt inadequate in comparison to her golden-child brother? No. Absolutely not.

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