The email notification chimed, a small, innocent sound that sent a jolt of alarm through Liam. He hadn't thought about her in years, hadn't wanted to. Now, the subject line, "My Deepest Regrets," screamed from the screen. He scrolled down, his eyes scanning the words, each sentence a stab. His jaw clenched, and his hands turned into fists. He had to stand, to move, to stop this feeling from consuming him. He abruptly stood and began walking towards the window, staring out at the rain-swept street below, his breath hitching with a barely suppressed sob.

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