The basement reeked of mildew and regret. Emily unearthed a box filled with her father’s things. A tattered football, a faded photograph of him in his younger days, and then, a single sheet of paper. It was a draft letter addressed to the manager of the local supermarket. It was his notice, a letter never sent.

Emily's blood ran cold as she read it. Her father had always maintained he left the job to pursue his dream of opening a workshop. But the letter was a venomous indictment of the job, of the lack of respect, of the slow, grinding monotony that had swallowed him whole.

She felt a wave of nausea, her face pale. She’d spent her life admiring her father’s resilience. This revealed a deep well of frustration she never knew existed, a hidden bitterness.

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