He felt the unwelcome thud of the elevator halt, and his initial reaction was a cold, simmering resentment. He took a deep breath, trying to control the surge of frustration. Beside him, Emily, that overly-eager intern, was already talking. He wanted nothing more than to tell her to shut up.

He crossed his arms, leaning against the back of the elevator. The air seemed to thicken with every passing minute. He could feel his pulse hammering against his ribs. She started fumbling for her phone. “Is there any signal?” Emily asked. He made a low noise, a sound that was less an answer and more an exhale of pent-up annoyance.

He watched her attempt to climb onto the railing to get a better signal, and the corner of his mouth twitched. He almost hoped she would fall. He looked away, focusing on a speck of dust floating in the stagnant air.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273