"Brad Henderson wants to be your friend," the message read, and Daniel felt his face flush with heat. He remembered Brad’s constant belittling, the taunts in the school corridors. A knot of anxiety tightened in his stomach.

Daniel found himself clenching and unclenching his fists. The world felt muffled, as if he were underwater. He felt trapped, pinned down by the weight of the past.

He slammed his laptop shut, the sudden noise filling the room. He needed to be alone, to deal with this, to control the storm of memories that threatened to overwhelm 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