“No, no, no,” Emily whispered, her voice barely audible. Mr. Ramirez, her art teacher, had requested to follow her on Pinterest. She had a public board filled with sketches and paintings. That alone was not an issue. The problem was that she was no longer sure of her artistic vision.

Her chest felt constricted. The endless demands of her parents and the pressure to succeed in her classes were starting to take their toll. She felt trapped in an inescapable labyrinth of obligations.

She clicked on Mr. Ramirez's profile. She felt her hands start to tremble. She closed the app and sank into her chair, the weight of a thousand expectations pressing down on her.

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