"Uninspired, derivative, and frankly, bland," the critic had written. Amelia, wiping a stray tear from her cheek, crumpled the damning paper and tossed it into the trash. The words reverberated in her mind, each syllable a tiny hammer blow against her already fragile composure. She clenched her fists, nails digging into her palms. The usual boisterous energy of the kitchen, the sizzle and laughter, had evaporated, replaced by a suffocating silence. She felt the sudden urge to flee, to escape the demanding gaze of the staff.

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