“Oh, Mr. Jensen, I am so sorry,” the receptionist chirped, her smile strained. The words echoed in his ears. The wrong diagnosis. The hours spent worrying, the nights spent awake, the future he’d envisioned… all for nothing. He stared out the window, at the busy street, at the blur of cars and people rushing past. It felt distant, unreal.

He adjusted his tie, smoothed his hair, a futile attempt at order. He would schedule the correct tests, follow the new protocols. What else was there to do? He stood, a sudden lightness in his limbs. A hollow laugh bubbled up from his chest. He pushed through the glass door and walked slowly to his car, his footsteps heavy.

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