The letter was official, embossed with the college seal. He had known, of course. Whispers had been circulating for months. The dean had mentioned it during a recent meeting. It wasn't a shock.

He read the letter again, the words echoing in the silence of his small apartment. A feeling of tiredness settled over him. He was tired of arguing, tired of fighting.

He got up and walked to the window, staring out at the rain-slicked street below. The traffic lights blurred. He knew he should start making plans, but the energy to do so was absent. He returned to his desk and opened a drawer. He took out a cigarette and lit it.

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