The crowded bus felt like a pressure cooker. Amelia clutched her bag, trying to disappear into the anonymity of the morning commute. Every face, every movement, heightened her sense of unrest. She just wanted to be invisible.

A young woman, her hair pulled back in a tight bun, caught her eye. On her wrist, a near-perfect copy of Amelia's "Celestial Dance" print. The delicate lines, the intricate details, the very essence of her style… copied.

Amelia felt the blood rush to her face. She looked away, her heart hammering against her ribs. The woman’s gaze seemed to pierce through her, demanding an explanation, a reaction. She wanted to scream, to run, to vanish into thin air. She got off at the next stop, the air outside fresh, but the feeling of unease lingered.

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