He stared at the mirror, his reflection a stranger. John couldn't recognize the tense lines etched around his eyes, the pinched expression on his face. He’d barely slept in days, the job interview looming like a monstrous shadow. He tugged at his collar, the fabric suddenly feeling constricting. A knot formed in his stomach. He tried to force a smile, but it cracked and crumbled before it could fully form. He needed to practice the interview questions, but his mind felt like a tangled mess, and his mouth felt dry.

Emotion: overwhelmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -0.94

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.385
😫0.332
πŸ˜–0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264