"No." The word slipped out, barely a whisper. Maria had just heard the news: the party, called off. An unavoidable issue had come up, the organizer explained. Maria had poured her heart and soul into planning the event, a milestone birthday. She felt a sharp pain in her chest, a physical blow.

She stood frozen in the middle of her apartment, her eyes darting around. The decorations she'd bought, the gifts she'd wrapped, the outfit she'd chosen – all rendered useless, symbols of a happiness that wouldn't arrive. She felt a tightening in her jaw, a tremor in her hands.

She sat on the edge of the bed, her body trembling. She wanted to scream, to lash out, to make the disappointment and anger vanish. She could only sit there, feeling utterly, devastatingly alone.

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