Mark felt the familiar tightness in his chest as he navigated the crowded office. Every friendly face felt like a challenge, every conversation a performance. He longed to be invisible, to melt into the drab beige of the cubicle walls. He was failing spectacularly.

His gaze snagged on a framed photo on Sarah's desk – a group of kids, all beaming. Camp Clearwater, the banner read. A flicker of recognition, followed by a surge of heat in his cheeks. He was certain he saw himself, skinny and awkward, in the blurry background. He couldn't remember her face.

Sarah looked up, her expression bright. "Oh, hey Mark! Checking out the summer camp photo? It was a blast." Her enthusiasm was almost a physical blow. He felt a bead of sweat trickle down his temple. "Yeah," he mumbled, "Looks... fun." He immediately wanted to retreat, to vanish.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.343
S0.317
ness0.302
😔0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236