β€œClimb a mountain.” The words, etched in his mother's familiar hand, taunted Daniel from the page. He stared at the list, his knuckles white as he gripped it, the paper crinkling under the pressure. He felt a knot tighten in his stomach. He’d barely managed to keep himself together for the funeral. Now, this.

He wandered through the familiar rooms of the house, each object a painful reminder of her absence. He felt a rising panic, a frantic need to escape. He went to the window, took a deep breath, and stared out. The world outside looked bleak and unforgiving. He felt the sting of tears.

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
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229