The mountain of paperwork in her new role at the legal department loomed, a physical manifestation of her anxieties. Maria found herself staring at the files, unable to bring herself to open the first one. She sat at her new desk, a cold, sterile space, feeling a strange disconnect from her body.

Each file seemed to be a door to a complicated maze, and she felt paralyzed. Her head throbbed, and her vision blurred slightly. She couldn’t seem to process the text.

The aroma of her coworkers' lunches mixed with the stale office air made her nauseous. Taking a deep breath, she picked up her pen and attempted to begin. The tip of the pen never touched the paper. She put it down again. This was a nightmare.

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