The blueprints scattered across Elara's workbench looked like a battlefield, torn and stained with coffee. She scrubbed a hand across her face, smearing ink across her cheek. The rejection email from the patent office sat open on her laptop, the words "prior art" and "similar invention" leaping out at her. It was all a cruel joke, wasn't it? After two years of sleepless nights, of sacrificing everything, someone else had already thought of it.

Her stomach churned. She slammed her fist on the table, the sharp *crack* echoing in the otherwise silent workshop. She wanted to scream, to lash out at the universe that seemed determined to mock her efforts.

She got up and paced her small room. Sunlight streamed through the dirty window, highlighting the dust motes dancing in the air. The joy that had propelled her for so long had utterly vanished. Now, only a gaping hollowness remained.

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