The invitation felt like a physical weight in Elias’s pocket. He kept touching it, the slick, expensive paper a tactile representation of his unease. He’d rehearsed the speech, of course. Lines about gratitude, admiration, and the inevitable future of leisure. But each time he practiced, a cold knot formed in his stomach, a feeling that intensified with every forced smile he delivered in the mirror.

He arrived early, lingering near the open bar, nursing a single club soda. The ballroom was gaudy, a testament to his father’s enduring career in finance. Balloons, streamers, and the generic caterer’s platters filled the space. The music, a smooth jazz compilation, grated on his nerves.

His mother, beaming, pulled him into a hug. Her perfume, a scent he associated with childhood reprimands and forced family dinners, triggered a flicker of nausea. He managed a strained laugh, his gaze darting around the room, seeking an escape route. The speech was imminent.

Emotion: disturbed

Cluster: Fear / Anxiety
PC1 (Valence): -2.97 Negative
PC2 (Disposition): -0.60

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.318
ness0.309
无法0.300
😞0.297
worse0.284
Suppressed:
de-0.829
la-0.666
a-0.392
B-0.301
"-0.290