He scrolled through the pictures, each one a fresh assault on his senses. The pristine white walls, the gleaming hardwood floors – it was unrecognizable, a ghost of its former self. He felt a sharp, stabbing pain in his chest. A choked sob escaped him.

He slammed his fist on the desk. He felt a sudden, overwhelming need to destroy something. He needed to break the chains of the past. He ran to the window, took a deep breath of the outside air, and felt the need to get as far away from the screen as possible. He needed space.

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