The silence of the library was unnerving, broken only by the rustle of the old photographs. David ran a hand through his hair, leaving it standing on end. He felt a rising panic. His grandfather, the man who’d told him tales of hardship and selflessness, was grinning in a group photo with known gangsters.

He closed his eyes, his breath hitching. The weight of this revelation was crushing. The stories he had grown up with, stories of integrity and honor, were being replaced with something far more complicated, something far less certain.

He needed to escape. He abruptly stood, knocking over the chair. The sudden noise startled him.

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