The speech was the last thing on her list. Everything else had been meticulously planned, from the floral arrangements to the playlist. Now, with mere minutes to go before the party, she was locked in her car in the parking lot, unable to bring herself to go inside. The words wouldn’t come. The thoughts were scrambled.

She looked at her reflection in the rearview mirror. Her face was flushed, her eyes wide with something akin to fear. Her breath came in short, shallow gasps. She clutched the steering wheel, her fingers aching. She had to do this. For her mother. But the idea felt monumental, a mountain she didn't know how to climb.

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