He was driving, the windows down, the highway blurring past. The radio blasted the usual noise, and he was vaguely aware of the music. Then, the music changed. His song, but with a new beat, a different singer. It was the same song, but a complete transformation.

He gripped the steering wheel, his knuckles white. He looked out at the road. He didn’t stop. He just kept driving, the miles blurring together as the song played on, and on. He didn't change the station. He drove. He didn’t cry, he didn’t sigh. Just kept driving.

Emotion: resigned

Cluster: Passivity
PC1 (Valence): -0.75 Negative
PC2 (Disposition): 0.16

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.437
a0.351
que0.323
வதில்லை0.267
sighed0.265
Suppressed:
C-0.375
-0.316
인해-0.310
Furthermore-0.298
🤩-0.296