The library card felt heavy in her hand. She couldn’t bring herself to go in. The stacks, the hushed whispers, the very air seemed to reek of judgment. Her cheeks burned.

She leaned against the cool brick wall of the building, letting the shadows engulf her. She'd spent hours in this library, researching her paper. Now, every book, every article felt like a potential weapon aimed at her.

She closed her eyes, trying to conjure the energy to face her accusers. Instead, she was assaulted by a series of fragmented images – the professor’s face, the words of the Turnitin report, her own panicked thoughts. She felt like she might shatter.

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