The elevator doors opened onto the vast expanse of the advertising department. Emily took a hesitant step inside, her breath catching in her chest. She was leaving the quiet solitude of the library for a world of frenetic energy. The bright colors, the blaring music, the constant chatter… it was all too much.

Her legs felt like lead. She remembered the peaceful silence of the stacks, the comforting smell of old books. Here, she felt exposed, vulnerable, like a small boat tossed about on a stormy sea. She wasn’t a creative person. She wasn’t a risk-taker.

She felt a prickle of tears behind her eyes. She wanted to run back, to disappear back into the familiar shadows of her old life. She closed her eyes for a moment, wishing it was all a bad dream.

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