He’d envisioned this for weeks: the laughter, the music, the triumphant moment when he'd appear, a conquering hero, before his friends. He paced the periphery of the venue, his hand repeatedly reaching into his jacket pocket. A tremor vibrated through his hands. This couldn't be happening. He’d meticulously planned every detail of the surprise.

A phone call, the voice strained and apologetic, confirmed his worst fears. The venue was booked, the caterer unavailable, the guests... scattered. He stood stock-still, the blood draining from his face. The vibrant banners and cheerful streamers felt heavy, like chains. He stared at the empty space, feeling a hollowness open up in his chest.

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