He stared at the model train set, his stomach twisting. He built that train set, a labor of love that had consumed his weekends for years. Now, his son, Ethan, had inherited it, and it had become Ethan’s universe.

Ethan had become a perfectionist. He knew every curve of the tracks, every wire, every switch. He spent hours meticulously maintaining the set, adjusting the scenery, making sure everything was exactly right. It made Martin feel a vague sense of dread.

"Ethan, aren't you going to play outside today?" Martin asked, his voice barely a whisper. Ethan looked up, his brow furrowed in concentration. "Dad, the signal is acting up on the North Line."

Emotion: alarmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.07 Negative
PC2 (Disposition): -0.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😰0.304
😨0.272
worse0.269
😣0.261
не0.254
Suppressed:
de-0.323
enthusi-0.258
happy-0.235
delight-0.225
ية-0.217