The opening night was a disaster. Elias hadn't known about the showing of his photographs until a friend texted him a picture of the gallery. Now, he stood in a corner, hidden behind a potted palm, watching his black-and-white portraits plastered across the walls. A cocktail he'd been holding slipped from his numb fingers, shattering on the polished floor.

He felt a deep hollowness inside. The jovial laughter of the crowd grated on his nerves. He wanted to scream, to shout and make them all understand how he felt, what had been taken from him. His mouth opened to speak, but only a strangled sound escaped his lips.

He rubbed his temples, trying to ward off the throbbing headache that was quickly developing. The room swam before his eyes, the faces blurring into a sea of judgmental stares. He needed to get out, away from the gallery, away from the stolen pieces of himself.

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