The invitation felt heavy in Maya’s hand, like a brick. She reread the words: “A few words from their daughter, Maya.” Her stomach clenched. A thin sheen of perspiration coated her palms. The party was in two weeks. Two weeks to conjure some witty anecdotes, some heartfelt reflections, anything to fill the yawning chasm of her inadequacy.

She walked to the kitchen and grabbed a glass of water, hoping the simple action would soothe her nerves. Her hand trembled as she brought it to her lips. The water barely touched her tongue before she swallowed it in one gulp.

The thought of her father, beaming, expecting her to be the witty, confident woman he always believed her to be, made her want to disappear. Maya ran her fingers through her hair, a nervous habit that did little to calm her escalating anxiety.

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