The lawyer’s words, cold and clinical, echoed in David’s mind: "Evidence suggests a significant amount of illicit activity took place within these walls." He stood in the living room, the room he’d just spent a fortune renovating, and felt a crushing weight settle on his shoulders. He slumped into a chair, the plush cushions offering no comfort.

He closed his eyes, visualizing the previous owners, strangers he’d never met, yet whose secrets now inhabited his space. He saw their ghosts, he realized. His jaw clenched, and his teeth ground against each other. He needed to be strong.

He abruptly stood up and began pacing the room, his steps erratic and fast. He ran his hand through his hair, over and over again, as though trying to smooth out the turmoil within. He wanted to smash something. Everything felt wrong. He opened his mouth, but nothing came out.

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
😖0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264