The attic felt stifling, the air thick with the scent of mothballs and forgotten memories. Sarah, pushing aside a cobweb, found a leather-bound album. She had expected portraits of ancestors in stiff poses, maybe some faded landscapes. Instead, a series of pictures spilled out into her lap.

Her grandmother, the matriarch of the family, a woman known for her piety and stern demeanor, was in every picture, but in a way Sarah had never seen. There were men, drinks, a lifestyle that was completely contrary to her public image. A chill ran down her spine. Her fingers tightened around the album.

She felt a sudden urge to flee, to escape this mausoleum of secrets.

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