The antique clock on the mantelpiece ticked with maddening precision. Each chime of the hour felt like a jab, a pointed reminder of Amelia's absence. He’d known it was coming, of course. Professor Harding had been hinting at retirement for months. But *this*? Leaving without so much as a note? He slammed his fist on the desk, scattering research papers like autumn leaves. He'd poured his life into this project, chasing Harding's approval. Now, the old man was just… gone. A burning tightness seized his chest.

The air in the university office felt thick, stifling. He ripped off his tie, the knot digging into his neck. He stalked to the window, the grey, overcast sky mirroring his mood. He'd devoted everything to this, and Harding had just… abandoned him. A bitter laugh escaped his lips. The man had promised guidance, mentorship. He'd even hinted at a co-authored publication. Lies. All lies.

He grabbed his coat, the fabric rough against his skin. Leaving. He needed to leave, to get away from this space of silence and absence. He wanted to scream.

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