The air in the apartment felt thick, heavy. He watched his roommate, Tom, excitedly flip through pictures of rabbits. Each picture was a fresh stab of anxiety.

He couldn't even keep his own space tidy, let alone take care of a fluffy, hopping creature. He already felt behind on everything, swamped by work and his own internal struggles. The constant worry, the meticulous care…

He took a shaky breath. He felt his face flush hot. He needed to get out, to escape the pressure. He stood up abruptly, knocking over his chair. "I need some air," he mumbled, his voice hoarse, and fled the room.

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