The ramen simmered, fragrant steam swirling around Liam's face. He glanced at Maya, who was unusually quiet, humming a tune under her breath. He’d just asked if she’d like more chili oil, and she’d answered in… what? A hesitant, almost guttural sound. His stomach clenched.

He’d always known Maya was fascinated by his heritage, the intricate tapestry of his family’s stories and the language, Cantonese, that wove them together. But she’d never attempted to learn it. Not seriously. He took a long, deliberate sip of his tea.

"What was that?" he finally asked, his voice tight. Maya looked up, her cheeks flushed.

She stammered, “Just… practicing. For fun.” Her smile felt brittle, and Liam didn’t trust it. He felt a sudden, inexplicable chill.

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