The world felt muted. Ms. Rodriguez stared at the sterile white walls of the hospital room, the rhythmic beeping of the machines a constant reminder of her mother’s illness. Each labored breath her mother took was another hammer blow to Ms. Rodriguez’s already fragile composure. She felt the tears welling up, but she blinked them back, refusing to break down. She had to be strong.

A nurse brought a small basket filled with vibrant, hand-painted ceramic flowers. A note was tucked inside. It was from a former student, Maria, who had always been a talented artist. The note read, "These are for you, Ms. Rodriguez. For when you need a little sunshine." The bright colors seemed to pierce the gloom of the room. A small, shaky smile touched her lips.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229