"Excuse me," she croaked, her voice barely audible above the airport din. Emily was in a state of agitation. Her son’s school play. He’d worked so hard. And she was going to miss it.

She felt a hollowness in her chest. She had a sudden, overwhelming urge to run, to sprint to the gate and somehow force the plane to move. The thought was absurd, but the need was real.

Her vision blurred. The departure board seemed to mock her with its flashing updates. She leaned against a wall, trying to regain control. Every announcement brought a fresh wave of fear and hopelessness.

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