The evening was quiet, filled with the click of the clock. Emily was watching TV. She heard a soft voice, her partner, Ben. He was speaking, in a language she didn't know. Arabic.

She knew how much he revered his family, his background. He loved sharing his culture with her. Now, she felt a strong disconnect.

She turned to him, her heart thudding. “What was that, Ben?” Her voice sounded strained. He looked up, his face a mask of surprise.

“Just… practicing,” he said quickly, looking away. Emily felt a wave of dizziness wash over her. She gripped the armrest of the couch tightly.

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