"You’re being moved to shipping and receiving.” Those words hung in the air, heavy and poisonous. John’s boss, Mr. Henderson, droned on, citing company restructuring, but John barely heard him. He felt as though the blood had drained from his face. His carefully orchestrated life, the comfortable routine of his programming job, the intellectual challenges, were gone.

His stomach flipped. He thought about the physical labor, the constant movement, the lack of mental stimulation. He felt a deep, chilling unease. He envisioned the warehouse, the noise, the endless repetition. He felt a profound sense of humiliation.

He cleared his throat. He tried to speak, but the words seemed to stick in his throat, a thick, unyielding mass. He just nodded numbly, trying to absorb the information, to understand how this was happening to him. His world had tilted on its axis, and he was struggling to keep his balance.

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