He stared, mouth agape, at his daughter, Chloe, who sat across from him. Her announcement: that she was now a Wiccan. He felt a hot flush creep up his neck, and his ears began to ring. He had always tried to be an open-minded parent, but this… This felt different.

The room seemed to spin slightly. He could feel the familiar tightening in his chest, a sense of impending doom that had plagued him since childhood. He struggled to find the words, feeling a sudden lack of control. He wanted to understand, but his mind was flooded. His hands felt clumsy, useless.

He cleared his throat, trying to regain some semblance of composure. "But... but the holidays...?" he blurted out, the practicalities a desperate attempt to grasp some solid ground.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256