The pool water looked like a vast, unforgiving surface. β€œYou’re on freestyle, Liam.” Liam, a backstroker, felt his throat close up. He hated freestyle. He hated the open water, the relentless pace, the feeling of vulnerability.

He took his position on the blocks, his body rigid. The other swimmers seemed like sleek, predatory creatures. He felt his pulse hammering in his temples.

He heard the gunshot and dove, his body hitting the water with a splash. The first few strokes were clumsy. Each breath was a struggle. He was falling behind.

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