The desert wind howled outside the cottage, rattling the windows. Emily sat huddled on the sofa, the list a crumpled mess in her lap. Her Aunt's handwriting, bold and flamboyant, was a stark contrast to her current state. “Become a chef.” She cringed.

She felt a pressure building in her chest, a sense of impending doom. “Live in a foreign country.” “Write a book.” The ambition on the list was daunting, and she felt a wave of self-doubt wash over her. She gripped her arms, attempting to soothe the mounting unease.

She glanced at the dark window, the wind whipping sand against the glass. The vast emptiness of the desert seemed to reflect her own feelings of helplessness. She wished she had never found it. The prospect of the future made her feel weak.

Emotion: scared

Cluster: Fear / Anxiety
PC1 (Valence): -2.86 Negative
PC2 (Disposition): -0.84

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.350
😰0.337
😖0.317
마다0.317
恐惧0.311
Suppressed:
la-0.637
de-0.605
a-0.402
"-0.351
happy-0.314