The author's note, a patronizing explanation of the "research" conducted, felt like a slap in the face. Richard slammed the book shut, the sound echoing in his otherwise empty apartment. He paced the room, the worn floorboards groaning under his weight. He stopped at the window and stared out at the city lights. He felt a deep, gnawing hollowness, an emptiness that no amount of distraction could fill. He was exposed, laid bare. It was like his life had been stolen and he was powerless to stop it. He wrapped his arms around himself, as if trying to physically contain the chaos within.

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