He’d found the account late last night, after the house had gone quiet. Mark still couldn't shake the images. His son, David, posing in clothes Mark had never seen, surrounded by people Mark didn't recognize. A vibrant, defiant energy radiated from the photos.

He paced the living room, the hardwood floors creaking beneath his feet. His jaw clenched, his hands balling into fists. It felt like a betrayal. Years of building a relationship, of trust, and then… this. A hidden door, slammed shut in his face.

“Damn it,” he muttered under his breath, the word a raw expulsion of frustration. He ran a hand through his thinning hair, the familiar gesture doing little to soothe the mounting pressure in his chest. He felt a profound sense of loss, a chilling emptiness.

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