The dog started barking, a high-pitched, frantic yelp that mirrored her own internal state. Eleanor ran to the window, peering through the blinds at the chaos next door. A flurry of activity, men shouting, machines roaring – it was a symphony of disruption.

She’d been attempting to write a blog post, a task that normally brought her joy. Now, the words swam before her eyes, illegible and meaningless. Her fingers hovered over the keyboard, but she couldn’t summon the strength to type a single word. Her breath hitched in her throat, a choked sob.

She walked to the kitchen, seeking the solace of a cup of tea, but the kettle's whistling sounded like a siren, a signal of impending doom. Everything felt too much, too overwhelming, too difficult. She went back to bed.

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