The world seemed to shrink around me as the advisor spelled out the situation. My hands wouldn't stop shaking. My carefully curated study space, once my safe haven, became a battleground of unwanted emotions. I fought to appear calm, to maintain composure. Each word felt like a physical blow. The pressure in my chest threatened to suffocate me.

I excused myself and retreated to the library bathroom. I stared at my reflection, a stranger staring back, eyes wide and desperate. I pressed my palms against the cool tile wall, searching for an anchor, a way to prevent myself from unraveling completely.

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