The bustling newsroom was a chaotic symphony of ringing phones, shouting voices, and the incessant clatter of keyboards. Julia, who had quietly edited legal documents for years, now found herself thrust into the world of journalism. She felt a burning sensation in her chest, a physical manifestation of her fear.

She kept her head down, avoiding the inquisitive glances of her new colleagues. The pressure to meet deadlines, the constant need for speed and accuracy… it was all overwhelming. She was a perfectionist. She preferred measured work.

She fumbled with her coffee mug, spilling some of the hot liquid on her hand. She winced, the burn a distraction from the larger, more profound, ache of her new reality.

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