The weight of the silence in the car was crushing. Liam stared out the window, watching the familiar landscape blur past. Each mile was a marker of his retreat, of the promises he'd made, and the hopes he’d shattered.

His father, usually a chatterbox, remained unusually quiet, a single hand resting on the steering wheel, his knuckles white. Liam knew his silence was a form of kindness, the unspoken understanding that words would only make things worse.

They arrived at the house, and he followed his father inside, feeling like a prisoner on his way to his cell. He looked at the familiar entrance. The chipped paint, the crooked welcome mat, a reminder of the life he was returning to. He felt a profound sense of helplessness wash over 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
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229