The traffic outside was a cacophony of horns and screeching brakes, adding to the general sense of disorder in Amelia's life. It was a mess. She slammed her fist on the steering wheel, the action a release for the building pressure inside her. Everything felt like it was closing in, squeezing her.

She had just had a conversation with her best friend, Olivia. Olivia was remembering their trip to the art gallery. She spoke of the vibrant colors, the inspiration they gained, and the shared appreciation for art. Amelia recalled the sterile atmosphere, the judgmental glances, the overwhelming sense of inadequacy she felt.

β€œI still can’t believe how much we loved that show! It was magical!” Olivia had exclaimed, her voice full of enthusiasm. Amelia felt a cold sweat break out on her forehead. The room felt smaller, the walls closing in.

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