The news felt like a physical weight, pressing down on her shoulders. She wanted to scream, to protest, but the words caught in her throat.

She found herself making excuses to avoid going outside. She needed to be alone. She sat in her living room with the blinds drawn, the room cast in shadows.

The sun went down, and the world outside became dark. She continued to sit in silence. She felt a disquieting sense of being trapped, and the dark night did nothing but solidify it.

Emotion: shaken

Cluster: Fear / Anxiety
PC1 (Valence): -2.72 Negative
PC2 (Disposition): -0.86

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.351
unable0.269
focus0.266
😞0.258
다시0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290