The hammering started before he even finished reading the second paragraph. Robert winced, his hand instinctively flying to his temples. It was like his thoughts were being hammered. The world, like the neighbor’s fence, was becoming louder.

He paced the living room, the notice crumpled in his fist. He felt a sudden, irrational urge to smash something. The noise, the sudden intrusion, was a brutal assault on his senses.

He needed quiet. He needed space. He needed to be alone. He took a deep, shuddering breath and ran a hand through his hair. He went to the window and stared out at the fence. It was already starting.

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