Eliza clutched the crumpled letter in her hand, the paper feeling thin and fragile, much like her own emotional state. The scholarship was her lifeline, a bridge to a better life. Without it, her dream of studying abroad felt impossibly distant. She paced her small dorm room, the worn rug offering no solace. Her throat tightened, and she found it hard to swallow.

The ticking of the clock on the wall seemed unusually loud, each tick a reminder of the fleeting time and the shrinking options. She sank onto her bed, burying her face in her hands, desperately trying to stifle the rising tide of panic.

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