The phone call was short, abrupt. "He’s gone, Sarah." Her father’s voice, usually steady, sounded brittle. The news hit her like a physical blow. Her grandfather, her lifelong guide, the man who shaped her, had simply…left. She immediately grabbed her coat and went to the family cabin, where she found the door unlocked. Inside, the place felt empty, hollow. The scent of pipe tobacco was still there, but muted, faded. She touched his favorite armchair, the leather cold beneath her fingertips, and felt the first tears prick at the corners of her eyes. Her vision blurred, and she felt a painful tightness in her throat.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229