The gift arrived in the form of a cryptic social media message. A former student, Sarah, had posted a photo of a vintage typewriter on her feed, accompanied by a single sentence: “You inspired me.” The image of the typewriter, along with the vague message, hit her hard.

She sank into her chair, her hands clammy. Sarah had always been quiet, withdrawn, but intensely observant. She had a look about her which made one cautious. What was she trying to tell her?

A wave of nausea washed over her. She scrolled back through Sarah's recent posts, searching for context, for any clue. Her stomach churned. The silence that had descended on the room was suddenly deafening.

Emotion: afraid

Cluster: Fear / Anxiety
PC1 (Valence): -2.76 Negative
PC2 (Disposition): -0.70

Role in Research

This story is one of 1,000 stories generated for the emotion afraid. 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 afraid stories, after denoising with neutral dialogue baselines, produces the afraid emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the afraid vector is projected through the unembedding matrix.

Promoted:
😣0.316
마다0.314
worse0.313
😰0.303
恐惧0.290
Suppressed:
de-0.691
la-0.562
a-0.402
"-0.316
brag-0.293