The world tilted. "Published: The Unfiltered Thoughts of Ethan Riley." His stomach lurched, a sensation of falling. He quickly shut his laptop, but the image, the words, were burned into his mind. He couldn’t seem to breathe right.

He bolted from his desk, needing space, needing to escape. The sunlight, previously welcoming, now seemed to mock him. He walked out onto his balcony, the cool air doing little to steady his racing thoughts.

He felt the unwelcome weight of his past, resurrected and amplified. The secrets he’d buried, the anxieties he’d tried to forget – all of it now paraded before the world. He pressed his palms against his eyes, as if to physically block out the intrusion.

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