He slammed his fist on the desk, startling the few other students in the computer lab. The metallic clang echoed in the sterile environment. He immediately regretted it, the action a blatant display of weakness.

The email. The devastating email. The scholarship, gone. A clerical error. It was like someone had ripped away the ground beneath his feet. He felt his face flush with heat.

He abruptly stood and started packing his things, the abrupt movements a frantic attempt to escape this suffocating feeling. He couldn't breathe. The air felt thin, the light too bright. He felt an intense urge to run, to flee. Anywhere.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224