The venue was empty, devoid of the bubbly energy she'd envisioned. Sarah’s party, a lavish affair at the hotel ballroom, was the talk of the town. She'd put so much work into her own party, a low-key gathering at her apartment, but it felt irrelevant.

A tremor ran through her. She kept smoothing down her dress, the fabric suddenly feeling coarse and restricting. The playlist she had curated played in the background, upbeat and celebratory, but it grated on her nerves.

She glanced at the guest list, tracing the names of her friends. Would they come? Would anyone come? The thought clawed at her insides. A tear threatened to spill, but she blinked it back. This was her day. She had to act like it.

A sudden knock at the door made her flinch.

Emotion: frightened

Cluster: Fear / Anxiety
PC1 (Valence): -2.74 Negative
PC2 (Disposition): -0.67

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.324
😰0.323
worse0.301
😖0.294
느껴0.294
Suppressed:
de-0.630
la-0.616
a-0.347
"-0.345
happy-0.294