"See you later, Professor," Elias mumbled, his voice flat. He gathered his things slowly, deliberately, as if each movement was a weighty burden. The weight of the F, underlined and bold, pressed into his chest. He hadn’t even bothered to ask for feedback, what was the point? He figured he'd failed; everyone else already knew, so why be surprised? He walked out of the professor’s office and into the bustling hallway, the cacophony of voices and footsteps washing over him like a tide he could no longer fight.

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