The invitation sat on his desk, a sleek, elegant square. The words jumped off the page, mocking his apprehension. "Remarks from the family..." it stated. He knew exactly what this meant. A performance. A charade.

He slammed his fist on the desk, the sound echoing in the silent office. The thought of having to stand up there, in front of his father’s colleagues, pretending to be the perfect, loving son, was deeply unpleasant.

He went to the window, staring at the cityscape, the buildings and streets seeming to shrink, to close in on him. This was going to be a catastrophe. He could feel it in his bones.

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